{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 全球疫情数据获取与分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hide_input": true
   },
   "source": [
    "## 一、全球疫情数据的获取途径"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1  GitHub获取"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 从GitHub上获取是最简单，最快捷的获取数据方法。这里的数据主要从[【https://github.com/TuTomasz/Covid19-Dataset/】](https://github.com/TuTomasz/Covid19-Dataset/)上面获取。获取步骤：1打开网址，2下载数据。\n",
    "\n",
    "![](./img/GitHub获取数据.png)\n",
    "\n",
    "\n",
    "<img src = \"./img/GitHub获取的数据.png\" width =50% >"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2 Python爬虫获取"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.2.1 从GitHub中爬取数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">类似于从GitHub中获取数据，这里只是通过Python实现。这种方法远没有直接从网站下载来的快，不建议使用，还可能因连接失败而发生错误。\n",
    "\n",
    "![](./img/GitHub爬取数据.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```python\n",
    "import json\n",
    "import urllib3\n",
    "\n",
    "http = urllib3.PoolManager()\n",
    "response = http.request('GET', \"http://tiny.cc/Covid-19-global\")\n",
    "data = json.loads(response.data)\n",
    "\n",
    "print(data)\n",
    "```\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.2.2 从各个网站上爬取数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 疫情数据的网站介绍：\n",
    "> 1. [【网易】](https://wp.m.163.com/163/page/news/virus_report/index.html?_nw_=1&_anw_=1)\n",
    "> 2. [【头条】](https://i.snssdk.com/feoffline/hot_list/template/hot_list/forum_share.html?forum_id=1656388947394568&is_web_refresh=1)\n",
    "> 3. [【腾讯】](https://news.qq.com/zt2020/page/feiyan.htm#/area?pool=bj)\n",
    "> 4. [【百度】](https://voice.baidu.com/act/newpneumonia/newpneumonia)\n",
    "> 5. [【丁香园】](https://ncov.dxy.cn/ncovh5/view/pneumonia)\n",
    "> 6. [【搜狗】](http://sa.sogou.com/new-weball/page/sgs/epidemic)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 理论上应该都能从以上公布数据的网站上获取到疫情数据，这里以百度数据为例，从中爬取全球疫情数据："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-  爬取目标网址：https://voice.baidu.com/act/newpneumonia/newpneumonia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:53.626829Z",
     "start_time": "2020-07-01T15:44:53.244823Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "爬取数据得到当前时间是： 2020.07.01 23:39\n",
      "- - - - - - - - - - - - - - - - - - - - - - - - - \n",
      "执行结束\n"
     ]
    }
   ],
   "source": [
    "# 爬取当前时间全球疫情数据\n",
    "\n",
    "\n",
    "# 导入requests库\n",
    "import requests\n",
    "url = \"https://voice.baidu.com/act/newpneumonia/newpneumonia\"\n",
    "response = requests.get(url)\n",
    "# 查看正确响应的结果，并与网页源代码比较一下，是否相同\n",
    "result = response.text\n",
    "\n",
    "# 导入xpath库，如未安装在cmd里面输入pip install xpath即可\n",
    "from lxml import etree # 将数据转化为树形态\n",
    "# 生成HTML对象\n",
    "html = etree.HTML(result)\n",
    "result = html.xpath('//script[@type=\"application/json\"]/text()')\n",
    "result = result[0]\n",
    "\n",
    "# 导入Json库，此库无需安装\n",
    "import json\n",
    "result = json.loads(result)\n",
    "result = result[\"component\"]\n",
    "\n",
    "# 获取国外当前数据\n",
    "result = result[0]\n",
    "a = result[\"mapLastUpdatedTime\"]\n",
    "print(\"爬取数据得到当前时间是：\",a)\n",
    "result = result[\"globalList\"]\n",
    "\n",
    "# 导入模块\n",
    "import openpyxl\n",
    "# 创建工作簿\n",
    "wb = openpyxl.Workbook()\n",
    "\n",
    "for each in result:\n",
    "    title = each[\"area\"] # 获取各州名\n",
    "    ws = wb.create_sheet(title) # 根据名称创建多个工作表\n",
    "    ws.append([\"国家\",\"累计确诊\",\"死亡\",\"治愈\"]) # 写入表头至新建的表\n",
    "    for country in each[\"subList\"]: # 可以从原始数据中看到各个国家的数据在\"subList\"键中\n",
    "        list_name = [country[\"country\"],country[\"confirmed\"],country[\"died\"],country[\"crued\"]]\n",
    "        for i in list_name:\n",
    "            if i == \"\":\n",
    "                i = \"0\"\n",
    "        ws.append(list_name)\n",
    "# 保存至excel中\n",
    "wb.save(f'./{a.split(\" \")[0]}.xlsx') \n",
    "print(\"- \"*25)\n",
    "print(\"执行结束\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二、确诊病例数据可视化分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 数据来源：据前面介绍的GitHub上获取的数据。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1  疫情数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:53.663723Z",
     "start_time": "2020-07-01T15:44:53.627820Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>Province/State</th>\n",
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       "      <th>1/22/20</th>\n",
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       "      <td>11920</td>\n",
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       "      <td>-11.202700</td>\n",
       "      <td>17.873900</td>\n",
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       "      <td>5338</td>\n",
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       "      <td>5513</td>\n",
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       "      <td>4</td>\n",
       "      <td>12</td>\n",
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      ],
      "text/plain": [
       "    Province/State         Country/Region        Lat       Long  1/22/20  \\\n",
       "0              NaN            Afghanistan  33.000000  65.000000        0   \n",
       "1              NaN                Albania  41.153300  20.168300        0   \n",
       "2              NaN                Algeria  28.033900   1.659600        0   \n",
       "3              NaN                Andorra  42.506300   1.521800        0   \n",
       "4              NaN                 Angola -11.202700  17.873900        0   \n",
       "..             ...                    ...        ...        ...      ...   \n",
       "261            NaN  Sao Tome and Principe   0.186360   6.613081        0   \n",
       "262            NaN                  Yemen  15.552727  48.516388        0   \n",
       "263            NaN                Comoros -11.645500  43.333300        0   \n",
       "264            NaN             Tajikistan  38.861034  71.276093        0   \n",
       "265            NaN                Lesotho -29.609988  28.233608        0   \n",
       "\n",
       "     1/23/20  1/24/20  1/25/20  1/26/20  1/27/20  ...  6/13/20  6/14/20  \\\n",
       "0          0        0        0        0        0  ...    24102    24766   \n",
       "1          0        0        0        0        0  ...     1464     1521   \n",
       "2          0        0        0        0        0  ...    10810    10919   \n",
       "3          0        0        0        0        0  ...      853      853   \n",
       "4          0        0        0        0        0  ...      138      140   \n",
       "..       ...      ...      ...      ...      ...  ...      ...      ...   \n",
       "261        0        0        0        0        0  ...      659      661   \n",
       "262        0        0        0        0        0  ...      705      728   \n",
       "263        0        0        0        0        0  ...      176      176   \n",
       "264        0        0        0        0        0  ...     4971     5035   \n",
       "265        0        0        0        0        0  ...        4        4   \n",
       "\n",
       "     6/15/20  6/16/20  6/17/20  6/18/20  6/19/20  6/20/20  6/21/20  6/22/20  \n",
       "0      25527    26310    26874    27532    27878    28424    28833    29157  \n",
       "1       1590     1672     1722     1788     1838     1891     1962     1995  \n",
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       "3        853      854      854      855      855      855      855      855  \n",
       "4        142      148      155      166      172      176      183      186  \n",
       "..       ...      ...      ...      ...      ...      ...      ...      ...  \n",
       "261      662      671      683      688      693      698      698      702  \n",
       "262      844      885      902      909      919      922      941      967  \n",
       "263      176      197      197      210      210      247      247      247  \n",
       "264     5097     5160     5221     5279     5338     5399     5457     5513  \n",
       "265        4        4        4        4        4        4        4       12  \n",
       "\n",
       "[266 rows x 157 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_csv(r\"Covid19-Dataset-master\\Data\\raw\\Cases_raw.csv\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:53.669688Z",
     "start_time": "2020-07-01T15:44:53.664726Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "153"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看天数\n",
    "len(df.columns)-4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:53.676669Z",
     "start_time": "2020-07-01T15:44:53.671683Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "188"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看共有多少国家的数据\n",
    "len(df[\"Country/Region\"].unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 通过Pandas打开数据，这上面记录的数据是从2020年1月22日到2020年6月22日的数据，共计153天的数据,共188个国家的数据。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:53.709607Z",
     "start_time": "2020-07-01T15:44:53.677666Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1/22/20</th>\n",
       "      <th>1/23/20</th>\n",
       "      <th>1/24/20</th>\n",
       "      <th>1/25/20</th>\n",
       "      <th>1/26/20</th>\n",
       "      <th>1/27/20</th>\n",
       "      <th>1/28/20</th>\n",
       "      <th>1/29/20</th>\n",
       "      <th>1/30/20</th>\n",
       "      <th>1/31/20</th>\n",
       "      <th>...</th>\n",
       "      <th>6/13/20</th>\n",
       "      <th>6/14/20</th>\n",
       "      <th>6/15/20</th>\n",
       "      <th>6/16/20</th>\n",
       "      <th>6/17/20</th>\n",
       "      <th>6/18/20</th>\n",
       "      <th>6/19/20</th>\n",
       "      <th>6/20/20</th>\n",
       "      <th>6/21/20</th>\n",
       "      <th>6/22/20</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country/Region</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>24102</td>\n",
       "      <td>24766</td>\n",
       "      <td>25527</td>\n",
       "      <td>26310</td>\n",
       "      <td>26874</td>\n",
       "      <td>27532</td>\n",
       "      <td>27878</td>\n",
       "      <td>28424</td>\n",
       "      <td>28833</td>\n",
       "      <td>29157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1464</td>\n",
       "      <td>1521</td>\n",
       "      <td>1590</td>\n",
       "      <td>1672</td>\n",
       "      <td>1722</td>\n",
       "      <td>1788</td>\n",
       "      <td>1838</td>\n",
       "      <td>1891</td>\n",
       "      <td>1962</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>10810</td>\n",
       "      <td>10919</td>\n",
       "      <td>11031</td>\n",
       "      <td>11147</td>\n",
       "      <td>11268</td>\n",
       "      <td>11385</td>\n",
       "      <td>11504</td>\n",
       "      <td>11631</td>\n",
       "      <td>11771</td>\n",
       "      <td>11920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andorra</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>853</td>\n",
       "      <td>853</td>\n",
       "      <td>853</td>\n",
       "      <td>854</td>\n",
       "      <td>854</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Angola</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>138</td>\n",
       "      <td>140</td>\n",
       "      <td>142</td>\n",
       "      <td>148</td>\n",
       "      <td>155</td>\n",
       "      <td>166</td>\n",
       "      <td>172</td>\n",
       "      <td>176</td>\n",
       "      <td>183</td>\n",
       "      <td>186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West Bank and Gaza</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>489</td>\n",
       "      <td>492</td>\n",
       "      <td>505</td>\n",
       "      <td>514</td>\n",
       "      <td>555</td>\n",
       "      <td>600</td>\n",
       "      <td>675</td>\n",
       "      <td>784</td>\n",
       "      <td>833</td>\n",
       "      <td>1001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Western Sahara</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yemen</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>705</td>\n",
       "      <td>728</td>\n",
       "      <td>844</td>\n",
       "      <td>885</td>\n",
       "      <td>902</td>\n",
       "      <td>909</td>\n",
       "      <td>919</td>\n",
       "      <td>922</td>\n",
       "      <td>941</td>\n",
       "      <td>967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zambia</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1357</td>\n",
       "      <td>1358</td>\n",
       "      <td>1382</td>\n",
       "      <td>1405</td>\n",
       "      <td>1412</td>\n",
       "      <td>1416</td>\n",
       "      <td>1430</td>\n",
       "      <td>1430</td>\n",
       "      <td>1430</td>\n",
       "      <td>1430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zimbabwe</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>356</td>\n",
       "      <td>383</td>\n",
       "      <td>387</td>\n",
       "      <td>391</td>\n",
       "      <td>401</td>\n",
       "      <td>463</td>\n",
       "      <td>479</td>\n",
       "      <td>479</td>\n",
       "      <td>489</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>188 rows × 153 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  1/27/20  \\\n",
       "Country/Region                                                             \n",
       "Afghanistan               0        0        0        0        0        0   \n",
       "Albania                   0        0        0        0        0        0   \n",
       "Algeria                   0        0        0        0        0        0   \n",
       "Andorra                   0        0        0        0        0        0   \n",
       "Angola                    0        0        0        0        0        0   \n",
       "...                     ...      ...      ...      ...      ...      ...   \n",
       "West Bank and Gaza        0        0        0        0        0        0   \n",
       "Western Sahara            0        0        0        0        0        0   \n",
       "Yemen                     0        0        0        0        0        0   \n",
       "Zambia                    0        0        0        0        0        0   \n",
       "Zimbabwe                  0        0        0        0        0        0   \n",
       "\n",
       "                    1/28/20  1/29/20  1/30/20  1/31/20  ...  6/13/20  6/14/20  \\\n",
       "Country/Region                                          ...                     \n",
       "Afghanistan               0        0        0        0  ...    24102    24766   \n",
       "Albania                   0        0        0        0  ...     1464     1521   \n",
       "Algeria                   0        0        0        0  ...    10810    10919   \n",
       "Andorra                   0        0        0        0  ...      853      853   \n",
       "Angola                    0        0        0        0  ...      138      140   \n",
       "...                     ...      ...      ...      ...  ...      ...      ...   \n",
       "West Bank and Gaza        0        0        0        0  ...      489      492   \n",
       "Western Sahara            0        0        0        0  ...        9        9   \n",
       "Yemen                     0        0        0        0  ...      705      728   \n",
       "Zambia                    0        0        0        0  ...     1357     1358   \n",
       "Zimbabwe                  0        0        0        0  ...      356      383   \n",
       "\n",
       "                    6/15/20  6/16/20  6/17/20  6/18/20  6/19/20  6/20/20  \\\n",
       "Country/Region                                                             \n",
       "Afghanistan           25527    26310    26874    27532    27878    28424   \n",
       "Albania                1590     1672     1722     1788     1838     1891   \n",
       "Algeria               11031    11147    11268    11385    11504    11631   \n",
       "Andorra                 853      854      854      855      855      855   \n",
       "Angola                  142      148      155      166      172      176   \n",
       "...                     ...      ...      ...      ...      ...      ...   \n",
       "West Bank and Gaza      505      514      555      600      675      784   \n",
       "Western Sahara            9        9        9        9        9        9   \n",
       "Yemen                   844      885      902      909      919      922   \n",
       "Zambia                 1382     1405     1412     1416     1430     1430   \n",
       "Zimbabwe                387      391      401      463      479      479   \n",
       "\n",
       "                    6/21/20  6/22/20  \n",
       "Country/Region                        \n",
       "Afghanistan           28833    29157  \n",
       "Albania                1962     1995  \n",
       "Algeria               11771    11920  \n",
       "Andorra                 855      855  \n",
       "Angola                  183      186  \n",
       "...                     ...      ...  \n",
       "West Bank and Gaza      833     1001  \n",
       "Western Sahara            9       10  \n",
       "Yemen                   941      967  \n",
       "Zambia                 1430     1430  \n",
       "Zimbabwe                489      512  \n",
       "\n",
       "[188 rows x 153 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sum = df.copy()\n",
    "df_sum.drop([\"Province/State\",\"Lat\",\"Long\"],axis=1,inplace=True)\n",
    "df_sum = df_sum.groupby(by=\"Country/Region\",as_index=True).sum()\n",
    "df_sum.to_csv(\"data.csv\")\n",
    "df_sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:53.714566Z",
     "start_time": "2020-07-01T15:44:53.711574Z"
    }
   },
   "outputs": [],
   "source": [
    "values = df_sum[\"6/22/20\"].values.tolist() # 用于后面Pyecharts绘制地图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:53.736512Z",
     "start_time": "2020-07-01T15:44:53.716589Z"
    }
   },
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>US</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>2074526</td>\n",
       "      <td>2094058</td>\n",
       "      <td>2114026</td>\n",
       "      <td>2137731</td>\n",
       "      <td>2163290</td>\n",
       "      <td>2191052</td>\n",
       "      <td>2222579</td>\n",
       "      <td>2255119</td>\n",
       "      <td>2281290</td>\n",
       "      <td>2312302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brazil</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>850514</td>\n",
       "      <td>867624</td>\n",
       "      <td>888271</td>\n",
       "      <td>923189</td>\n",
       "      <td>955377</td>\n",
       "      <td>978142</td>\n",
       "      <td>1032913</td>\n",
       "      <td>1067579</td>\n",
       "      <td>1083341</td>\n",
       "      <td>1106470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Russia</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>519458</td>\n",
       "      <td>528267</td>\n",
       "      <td>536484</td>\n",
       "      <td>544725</td>\n",
       "      <td>552549</td>\n",
       "      <td>560321</td>\n",
       "      <td>568292</td>\n",
       "      <td>576162</td>\n",
       "      <td>583879</td>\n",
       "      <td>591465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>India</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>320922</td>\n",
       "      <td>332424</td>\n",
       "      <td>343091</td>\n",
       "      <td>354065</td>\n",
       "      <td>366946</td>\n",
       "      <td>380532</td>\n",
       "      <td>395048</td>\n",
       "      <td>410451</td>\n",
       "      <td>425282</td>\n",
       "      <td>440215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>295828</td>\n",
       "      <td>297342</td>\n",
       "      <td>298315</td>\n",
       "      <td>299600</td>\n",
       "      <td>300717</td>\n",
       "      <td>301935</td>\n",
       "      <td>303285</td>\n",
       "      <td>304580</td>\n",
       "      <td>305803</td>\n",
       "      <td>306761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Holy See</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Seychelles</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Western Sahara</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MS Zaandam</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Papua New Guinea</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>188 rows × 153 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  1/27/20  \\\n",
       "Country/Region                                                           \n",
       "US                      1        1        2        2        5        5   \n",
       "Brazil                  0        0        0        0        0        0   \n",
       "Russia                  0        0        0        0        0        0   \n",
       "India                   0        0        0        0        0        0   \n",
       "United Kingdom          0        0        0        0        0        0   \n",
       "...                   ...      ...      ...      ...      ...      ...   \n",
       "Holy See                0        0        0        0        0        0   \n",
       "Seychelles              0        0        0        0        0        0   \n",
       "Western Sahara          0        0        0        0        0        0   \n",
       "MS Zaandam              0        0        0        0        0        0   \n",
       "Papua New Guinea        0        0        0        0        0        0   \n",
       "\n",
       "                  1/28/20  1/29/20  1/30/20  1/31/20  ...  6/13/20  6/14/20  \\\n",
       "Country/Region                                        ...                     \n",
       "US                      5        5        5        7  ...  2074526  2094058   \n",
       "Brazil                  0        0        0        0  ...   850514   867624   \n",
       "Russia                  0        0        0        2  ...   519458   528267   \n",
       "India                   0        0        1        1  ...   320922   332424   \n",
       "United Kingdom          0        0        0        2  ...   295828   297342   \n",
       "...                   ...      ...      ...      ...  ...      ...      ...   \n",
       "Holy See                0        0        0        0  ...       12       12   \n",
       "Seychelles              0        0        0        0  ...       11       11   \n",
       "Western Sahara          0        0        0        0  ...        9        9   \n",
       "MS Zaandam              0        0        0        0  ...        9        9   \n",
       "Papua New Guinea        0        0        0        0  ...        8        8   \n",
       "\n",
       "                  6/15/20  6/16/20  6/17/20  6/18/20  6/19/20  6/20/20  \\\n",
       "Country/Region                                                           \n",
       "US                2114026  2137731  2163290  2191052  2222579  2255119   \n",
       "Brazil             888271   923189   955377   978142  1032913  1067579   \n",
       "Russia             536484   544725   552549   560321   568292   576162   \n",
       "India              343091   354065   366946   380532   395048   410451   \n",
       "United Kingdom     298315   299600   300717   301935   303285   304580   \n",
       "...                   ...      ...      ...      ...      ...      ...   \n",
       "Holy See               12       12       12       12       12       12   \n",
       "Seychelles             11       11       11       11       11       11   \n",
       "Western Sahara          9        9        9        9        9        9   \n",
       "MS Zaandam              9        9        9        9        9        9   \n",
       "Papua New Guinea        8        8        8        8        8        8   \n",
       "\n",
       "                  6/21/20  6/22/20  \n",
       "Country/Region                      \n",
       "US                2281290  2312302  \n",
       "Brazil            1083341  1106470  \n",
       "Russia             583879   591465  \n",
       "India              425282   440215  \n",
       "United Kingdom     305803   306761  \n",
       "...                   ...      ...  \n",
       "Holy See               12       12  \n",
       "Seychelles             11       11  \n",
       "Western Sahara          9       10  \n",
       "MS Zaandam              9        9  \n",
       "Papua New Guinea        8        9  \n",
       "\n",
       "[188 rows x 153 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 按照最后一天的数据从高到低进行排序\n",
    "df_sum.sort_values(\"6/22/20\",ascending=False,inplace=True)\n",
    "df_sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:53.756482Z",
     "start_time": "2020-07-01T15:44:53.738502Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Country/Region</th>\n",
       "      <th>US</th>\n",
       "      <th>Brazil</th>\n",
       "      <th>Russia</th>\n",
       "      <th>India</th>\n",
       "      <th>United Kingdom</th>\n",
       "      <th>Peru</th>\n",
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       "      <th>Fiji</th>\n",
       "      <th>Saint Kitts and Nevis</th>\n",
       "      <th>Lesotho</th>\n",
       "      <th>Holy See</th>\n",
       "      <th>Seychelles</th>\n",
       "      <th>Western Sahara</th>\n",
       "      <th>MS Zaandam</th>\n",
       "      <th>Papua New Guinea</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1/22/20</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1/23/20</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1/24/20</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1/25/20</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1/26/20</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6/18/20</th>\n",
       "      <td>2191052</td>\n",
       "      <td>978142</td>\n",
       "      <td>560321</td>\n",
       "      <td>380532</td>\n",
       "      <td>301935</td>\n",
       "      <td>244388</td>\n",
       "      <td>225103</td>\n",
       "      <td>245268</td>\n",
       "      <td>238159</td>\n",
       "      <td>197647</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6/19/20</th>\n",
       "      <td>2222579</td>\n",
       "      <td>1032913</td>\n",
       "      <td>568292</td>\n",
       "      <td>395048</td>\n",
       "      <td>303285</td>\n",
       "      <td>244388</td>\n",
       "      <td>231393</td>\n",
       "      <td>245575</td>\n",
       "      <td>238011</td>\n",
       "      <td>200262</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6/20/20</th>\n",
       "      <td>2255119</td>\n",
       "      <td>1067579</td>\n",
       "      <td>576162</td>\n",
       "      <td>410451</td>\n",
       "      <td>304580</td>\n",
       "      <td>251338</td>\n",
       "      <td>236748</td>\n",
       "      <td>245938</td>\n",
       "      <td>238275</td>\n",
       "      <td>202584</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6/21/20</th>\n",
       "      <td>2281290</td>\n",
       "      <td>1083341</td>\n",
       "      <td>583879</td>\n",
       "      <td>425282</td>\n",
       "      <td>305803</td>\n",
       "      <td>251338</td>\n",
       "      <td>242355</td>\n",
       "      <td>246272</td>\n",
       "      <td>238499</td>\n",
       "      <td>204952</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6/22/20</th>\n",
       "      <td>2312302</td>\n",
       "      <td>1106470</td>\n",
       "      <td>591465</td>\n",
       "      <td>440215</td>\n",
       "      <td>306761</td>\n",
       "      <td>257447</td>\n",
       "      <td>246963</td>\n",
       "      <td>246504</td>\n",
       "      <td>238720</td>\n",
       "      <td>207525</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>153 rows × 188 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Country/Region       US   Brazil  Russia   India  United Kingdom    Peru  \\\n",
       "1/22/20               1        0       0       0               0       0   \n",
       "1/23/20               1        0       0       0               0       0   \n",
       "1/24/20               2        0       0       0               0       0   \n",
       "1/25/20               2        0       0       0               0       0   \n",
       "1/26/20               5        0       0       0               0       0   \n",
       "...                 ...      ...     ...     ...             ...     ...   \n",
       "6/18/20         2191052   978142  560321  380532          301935  244388   \n",
       "6/19/20         2222579  1032913  568292  395048          303285  244388   \n",
       "6/20/20         2255119  1067579  576162  410451          304580  251338   \n",
       "6/21/20         2281290  1083341  583879  425282          305803  251338   \n",
       "6/22/20         2312302  1106470  591465  440215          306761  257447   \n",
       "\n",
       "Country/Region   Chile   Spain   Italy    Iran  ...  Laos  Dominica  Fiji  \\\n",
       "1/22/20              0       0       0       0  ...     0         0     0   \n",
       "1/23/20              0       0       0       0  ...     0         0     0   \n",
       "1/24/20              0       0       0       0  ...     0         0     0   \n",
       "1/25/20              0       0       0       0  ...     0         0     0   \n",
       "1/26/20              0       0       0       0  ...     0         0     0   \n",
       "...                ...     ...     ...     ...  ...   ...       ...   ...   \n",
       "6/18/20         225103  245268  238159  197647  ...    19        18    18   \n",
       "6/19/20         231393  245575  238011  200262  ...    19        18    18   \n",
       "6/20/20         236748  245938  238275  202584  ...    19        18    18   \n",
       "6/21/20         242355  246272  238499  204952  ...    19        18    18   \n",
       "6/22/20         246963  246504  238720  207525  ...    19        18    18   \n",
       "\n",
       "Country/Region  Saint Kitts and Nevis  Lesotho  Holy See  Seychelles  \\\n",
       "1/22/20                             0        0         0           0   \n",
       "1/23/20                             0        0         0           0   \n",
       "1/24/20                             0        0         0           0   \n",
       "1/25/20                             0        0         0           0   \n",
       "1/26/20                             0        0         0           0   \n",
       "...                               ...      ...       ...         ...   \n",
       "6/18/20                            15        4        12          11   \n",
       "6/19/20                            15        4        12          11   \n",
       "6/20/20                            15        4        12          11   \n",
       "6/21/20                            15        4        12          11   \n",
       "6/22/20                            15       12        12          11   \n",
       "\n",
       "Country/Region  Western Sahara  MS Zaandam  Papua New Guinea  \n",
       "1/22/20                      0           0                 0  \n",
       "1/23/20                      0           0                 0  \n",
       "1/24/20                      0           0                 0  \n",
       "1/25/20                      0           0                 0  \n",
       "1/26/20                      0           0                 0  \n",
       "...                        ...         ...               ...  \n",
       "6/18/20                      9           9                 8  \n",
       "6/19/20                      9           9                 8  \n",
       "6/20/20                      9           9                 8  \n",
       "6/21/20                      9           9                 8  \n",
       "6/22/20                     10           9                 9  \n",
       "\n",
       "[153 rows x 188 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 将上表格数据装置，便于数据可视化\n",
    "df = df_sum.T\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2  数据可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:53.762451Z",
     "start_time": "2020-07-01T15:44:53.757479Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:100% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 只需去掉本单元格注释，再按shift+回车 运行本单元格，就可以让jupyter notebook宽屏显示\n",
    "from IPython.core.display import display, HTML\n",
    "display(HTML('<style>.container { width:100% !important; }</style>'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:53.771414Z",
     "start_time": "2020-07-01T15:44:53.764434Z"
    }
   },
   "outputs": [],
   "source": [
    "# 忽略烦人的红色提示\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "\n",
    "# 导入Python的数据处理库pandas，相当于python里的excel\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# 导入python绘图matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "# 设置绘图的风格\n",
    "import  matplotlib.style as psl\n",
    "\n",
    "# 使用ipython的魔法方法，将绘制出的图像直接嵌入在notebook单元格中\n",
    "%matplotlib inline\n",
    "\n",
    "# 设置绘图大小\n",
    "plt.style.use({'figure.figsize':(40,15)})\n",
    "plt.rcParams['font.sans-serif']=['SimHei']  # 用来正常显示中文标签  \n",
    "plt.rcParams['axes.unicode_minus']=False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2.1 matplotlib绘制折线图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> matplotlib绘制折线图（由于数据较多，因此只绘制TOP10的数据）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:54.520435Z",
     "start_time": "2020-07-01T15:44:53.772412Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2880x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 获取前十国家的名称\n",
    "a = df.columns[:10] \n",
    "for i in a:\n",
    "    plt.plot(df[i],label =i,linewidth=2)\n",
    "\n",
    "plt.legend(fontsize=20)\n",
    "plt.grid()\n",
    "plt.yticks(np.arange(0,3000000,200000),fontproperties = 'Times New Roman', size = 25)\n",
    "plt.xticks(np.arange(0,len(df),7),fontproperties = 'Times New Roman', size = 25)\n",
    "plt.xlabel('日期',size = 25)\n",
    "plt.ylabel('确诊人数',size = 25)\n",
    "plt.title('全球疫情确诊 TOP 10', size = 35)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2.2  Pyecharts绘制数据交互图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:54.569281Z",
     "start_time": "2020-07-01T15:44:54.524407Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"a553df644cab4645a55fe5effdc9537c\" style=\"width:1600px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_a553df644cab4645a55fe5effdc9537c = echarts.init(\n",
       "                    document.getElementById('a553df644cab4645a55fe5effdc9537c'), 'light', {renderer: 'canvas'});\n",
       "                var option_a553df644cab4645a55fe5effdc9537c = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"line\",\n",
       "            \"name\": \"\\u7f8e\\u56fd\",\n",
       "            \"connectNulls\": false,\n",
       "            \"symbolSize\": 4,\n",
       "            \"showSymbol\": true,\n",
       "            \"smooth\": false,\n",
       "            \"step\": false,\n",
       "            \"data\": [\n",
       "                [\n",
       "                    \"1/22/20\",\n",
       "                    1\n",
       "                ],\n",
       "                [\n",
       "                    \"1/23/20\",\n",
       "                    1\n",
       "                ],\n",
       "                [\n",
       "                    \"1/24/20\",\n",
       "                    2\n",
       "                ],\n",
       "                [\n",
       "                    \"1/25/20\",\n",
       "                    2\n",
       "                ],\n",
       "                [\n",
       "                    \"1/26/20\",\n",
       "                    5\n",
       "                ],\n",
       "                [\n",
       "                    \"1/27/20\",\n",
       "                    5\n",
       "                ],\n",
       "                [\n",
       "                    \"1/28/20\",\n",
       "                    5\n",
       "                ],\n",
       "                [\n",
       "                    \"1/29/20\",\n",
       "                    5\n",
       "                ],\n",
       "                [\n",
       "                    \"1/30/20\",\n",
       "                    5\n",
       "                ],\n",
       "                [\n",
       "                    \"1/31/20\",\n",
       "                    7\n",
       "                ],\n",
       "                [\n",
       "                    \"2/1/20\",\n",
       "                    8\n",
       "                ],\n",
       "                [\n",
       "                    \"2/2/20\",\n",
       "                    8\n",
       "                ],\n",
       "                [\n",
       "                    \"2/3/20\",\n",
       "                    11\n",
       "                ],\n",
       "                [\n",
       "                    \"2/4/20\",\n",
       "                    11\n",
       "                ],\n",
       "                [\n",
       "                    \"2/5/20\",\n",
       "                    11\n",
       "                ],\n",
       "                [\n",
       "                    \"2/6/20\",\n",
       "                    11\n",
       "                ],\n",
       "                [\n",
       "                    \"2/7/20\",\n",
       "                    11\n",
       "                ],\n",
       "                [\n",
       "                    \"2/8/20\",\n",
       "                    11\n",
       "                ],\n",
       "                [\n",
       "                    \"2/9/20\",\n",
       "                    11\n",
       "                ],\n",
       "                [\n",
       "                    \"2/10/20\",\n",
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       "                \"\\u82f1\\u56fd\",\n",
       "                \"\\u4fc4\\u7f57\\u65af\",\n",
       "                \"\\u5370\\u5ea6\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"\\u7f8e\\u56fd\": true,\n",
       "                \"\\u5df4\\u897f\": true,\n",
       "                \"\\u667a\\u5229\": true,\n",
       "                \"\\u897f\\u73ed\\u7259\": true,\n",
       "                \"\\u610f\\u5927\\u5229\": true,\n",
       "                \"\\u4f0a\\u6717\": true,\n",
       "                \"\\u79d8\\u9c81\": true,\n",
       "                \"\\u82f1\\u56fd\": true,\n",
       "                \"\\u4fc4\\u7f57\\u65af\": true,\n",
       "                \"\\u5370\\u5ea6\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"1/22/20\",\n",
       "                \"1/23/20\",\n",
       "                \"1/24/20\",\n",
       "                \"1/25/20\",\n",
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       "                \"5/22/20\",\n",
       "                \"5/23/20\",\n",
       "                \"5/24/20\",\n",
       "                \"5/25/20\",\n",
       "                \"5/26/20\",\n",
       "                \"5/27/20\",\n",
       "                \"5/28/20\",\n",
       "                \"5/29/20\",\n",
       "                \"5/30/20\",\n",
       "                \"5/31/20\",\n",
       "                \"6/1/20\",\n",
       "                \"6/2/20\",\n",
       "                \"6/3/20\",\n",
       "                \"6/4/20\",\n",
       "                \"6/5/20\",\n",
       "                \"6/6/20\",\n",
       "                \"6/7/20\",\n",
       "                \"6/8/20\",\n",
       "                \"6/9/20\",\n",
       "                \"6/10/20\",\n",
       "                \"6/11/20\",\n",
       "                \"6/12/20\",\n",
       "                \"6/13/20\",\n",
       "                \"6/14/20\",\n",
       "                \"6/15/20\",\n",
       "                \"6/16/20\",\n",
       "                \"6/17/20\",\n",
       "                \"6/18/20\",\n",
       "                \"6/19/20\",\n",
       "                \"6/20/20\",\n",
       "                \"6/21/20\",\n",
       "                \"6/22/20\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5168\\u7403\\u75ab\\u60c5\\u786e\\u8bcaTOP10\",\n",
       "            \"subtext\": \"\\u622a\\u81f32020.6.22\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"dataZoom\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"slider\",\n",
       "        \"realtime\": false,\n",
       "        \"start\": 20,\n",
       "        \"end\": 80,\n",
       "        \"orient\": \"horizontal\",\n",
       "        \"zoomLock\": false\n",
       "    }\n",
       "};\n",
       "                chart_a553df644cab4645a55fe5effdc9537c.setOption(option_a553df644cab4645a55fe5effdc9537c);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x2683a630d30>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.charts import Line\n",
    "from pyecharts import options as opts\n",
    "# 内置主题类型可查看 pyecharts.globals.ThemeType\n",
    "from pyecharts.globals import ThemeType\n",
    "\n",
    "line = (\n",
    "    Line(init_opts=opts.InitOpts(width=\"1600px\",theme=ThemeType.LIGHT))\n",
    "    .add_xaxis(df.index.tolist())\n",
    "    .add_yaxis(\"美国\", df[\"US\"].tolist())\n",
    "    .add_yaxis(\"巴西\", df[\"Brazil\"].tolist())\n",
    "    .add_yaxis(\"智利\", df[\"Chile\"].tolist())\n",
    "    .add_yaxis(\"西班牙\", df[\"Spain\"].tolist())\n",
    "    .add_yaxis(\"意大利\", df[\"Italy\"].tolist())\n",
    "    .add_yaxis(\"伊朗\", df[\"Iran\"].tolist())\n",
    "    .add_yaxis(\"秘鲁\", df[\"Peru\"].tolist())\n",
    "    .add_yaxis(\"英国\", df[\"United Kingdom\"].tolist())\n",
    "    .add_yaxis(\"俄罗斯\", df[\"Russia\"].tolist())\n",
    "    .add_yaxis(\"印度\", df[\"India\"].tolist())\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"全球疫情确诊TOP10\", subtitle=\"截至2020.6.22\"),\n",
    "                    datazoom_opts=opts.DataZoomOpts(is_show=True,is_realtime=False))\n",
    ")\n",
    "line.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:54.598232Z",
     "start_time": "2020-07-01T15:44:54.573274Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"bce74524c15443e1956d1d40bf045e2a\" style=\"width:1600px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_bce74524c15443e1956d1d40bf045e2a = echarts.init(\n",
       "                    document.getElementById('bce74524c15443e1956d1d40bf045e2a'), 'light', {renderer: 'canvas'});\n",
       "                var option_bce74524c15443e1956d1d40bf045e2a = {\n",
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       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
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       "                \"6/5/20\",\n",
       "                \"6/6/20\",\n",
       "                \"6/7/20\",\n",
       "                \"6/8/20\",\n",
       "                \"6/9/20\",\n",
       "                \"6/10/20\",\n",
       "                \"6/11/20\",\n",
       "                \"6/12/20\",\n",
       "                \"6/13/20\",\n",
       "                \"6/14/20\",\n",
       "                \"6/15/20\",\n",
       "                \"6/16/20\",\n",
       "                \"6/17/20\",\n",
       "                \"6/18/20\",\n",
       "                \"6/19/20\",\n",
       "                \"6/20/20\",\n",
       "                \"6/21/20\",\n",
       "                \"6/22/20\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5168\\u7403\\u75ab\\u60c5\\u786e\\u8bcaTOP10\",\n",
       "            \"subtext\": \"\\u622a\\u6b62\\u81f32020.6.22\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"dataZoom\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"slider\",\n",
       "        \"realtime\": false,\n",
       "        \"start\": 20,\n",
       "        \"end\": 80,\n",
       "        \"orient\": \"horizontal\",\n",
       "        \"zoomLock\": false\n",
       "    }\n",
       "};\n",
       "                chart_bce74524c15443e1956d1d40bf045e2a.setOption(option_bce74524c15443e1956d1d40bf045e2a);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x268396c7f60>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.charts import Bar\n",
    "from pyecharts import options as opts\n",
    "# 内置主题类型可查看 pyecharts.globals.ThemeType\n",
    "from pyecharts.globals import ThemeType\n",
    "\n",
    "line = (\n",
    "    Bar(init_opts=opts.InitOpts(width=\"1600px\",theme=ThemeType.LIGHT))\n",
    "    .add_xaxis(df.index.tolist())\n",
    "    .add_yaxis(\"美国\", df[\"US\"].tolist())\n",
    "    .add_yaxis(\"巴西\", df[\"Brazil\"].tolist())\n",
    "    .add_yaxis(\"智利\", df[\"Chile\"].tolist())\n",
    "    .add_yaxis(\"西班牙\", df[\"Spain\"].tolist())\n",
    "    .add_yaxis(\"意大利\", df[\"Italy\"].tolist())\n",
    "    .add_yaxis(\"伊朗\", df[\"Iran\"].tolist())\n",
    "    .add_yaxis(\"秘鲁\", df[\"Peru\"].tolist())\n",
    "    .add_yaxis(\"英国\", df[\"United Kingdom\"].tolist())\n",
    "    .add_yaxis(\"俄罗斯\", df[\"Russia\"].tolist())\n",
    "    .add_yaxis(\"印度\", df[\"India\"].tolist())\n",
    "    .set_global_opts(\n",
    "                    title_opts=opts.TitleOpts(title=\"全球疫情确诊TOP10\", subtitle=\"截止至2020.6.22\"),\n",
    "                    datazoom_opts=opts.DataZoomOpts(is_show=True,is_realtime=False)\n",
    "                    )\n",
    "        )\n",
    "line.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:54.619155Z",
     "start_time": "2020-07-01T15:44:54.602196Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"b4937b5595dc4b7db0197b162083e9b3\" style=\"width:1600px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_b4937b5595dc4b7db0197b162083e9b3 = echarts.init(\n",
       "                    document.getElementById('b4937b5595dc4b7db0197b162083e9b3'), 'light', {renderer: 'canvas'});\n",
       "                var option_b4937b5595dc4b7db0197b162083e9b3 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"effectScatter\",\n",
       "            \"name\": \"\\u7f8e\\u56fd\",\n",
       "            \"showEffectOn\": \"render\",\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            },\n",
       "            \"symbolSize\": 10,\n",
       "            \"data\": [\n",
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       "                    \"6/14/20\",\n",
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       "                [\n",
       "                    \"6/21/20\",\n",
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       "                [\n",
       "                    \"6/22/20\",\n",
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       "            \"label\": {\n",
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       "                \"margin\": 8\n",
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       "    ],\n",
       "    \"legend\": [\n",
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       "            \"data\": [\n",
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       "            \"selected\": {\n",
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       "            \"show\": true,\n",
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       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
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       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
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       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
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       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"xAxis\": [\n",
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       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
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       "                \"1/29/20\",\n",
       "                \"1/30/20\",\n",
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       "                \"5/16/20\",\n",
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       "                \"5/18/20\",\n",
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       "                \"6/4/20\",\n",
       "                \"6/5/20\",\n",
       "                \"6/6/20\",\n",
       "                \"6/7/20\",\n",
       "                \"6/8/20\",\n",
       "                \"6/9/20\",\n",
       "                \"6/10/20\",\n",
       "                \"6/11/20\",\n",
       "                \"6/12/20\",\n",
       "                \"6/13/20\",\n",
       "                \"6/14/20\",\n",
       "                \"6/15/20\",\n",
       "                \"6/16/20\",\n",
       "                \"6/17/20\",\n",
       "                \"6/18/20\",\n",
       "                \"6/19/20\",\n",
       "                \"6/20/20\",\n",
       "                \"6/21/20\",\n",
       "                \"6/22/20\"\n",
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       "    \"yAxis\": [\n",
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       "            \"scale\": false,\n",
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       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
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       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u7f8e\\u56fd\\u75ab\\u60c5\\u786e\\u8bca\",\n",
       "            \"subtext\": \"\\u622a\\u6b62\\u81f32020.6.22\",\n",
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       "    \"dataZoom\": {\n",
       "        \"show\": true,\n",
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       "        \"realtime\": false,\n",
       "        \"start\": 20,\n",
       "        \"end\": 80,\n",
       "        \"orient\": \"horizontal\",\n",
       "        \"zoomLock\": false\n",
       "    }\n",
       "};\n",
       "                chart_b4937b5595dc4b7db0197b162083e9b3.setOption(option_b4937b5595dc4b7db0197b162083e9b3);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x268396f5748>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.charts import EffectScatter\n",
    "from pyecharts import options as opts\n",
    "# 内置主题类型可查看 pyecharts.globals.ThemeType\n",
    "from pyecharts.globals import ThemeType\n",
    "\n",
    "scatter = (EffectScatter(init_opts=opts.InitOpts(width=\"1600px\",theme=ThemeType.LIGHT))\n",
    "            .add_xaxis(df.index.tolist())\n",
    "            .add_yaxis(\"美国\", df[\"US\"].tolist())\n",
    "            .set_global_opts(\n",
    "                            title_opts=opts.TitleOpts(title=\"美国疫情确诊\", subtitle=\"截止至2020.6.22\"),\n",
    "                            datazoom_opts=opts.DataZoomOpts(is_show=True,is_realtime=False)\n",
    "                            )\n",
    "          )\n",
    "scatter.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 疫情地图的绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:55.118840Z",
     "start_time": "2020-07-01T15:44:54.624135Z"
    }
   },
   "outputs": [],
   "source": [
    "E_C = {\n",
    "  \"Somalia\": \"索马里\",\n",
    "  \"Liechtenstein\": \"列支敦士登\",\n",
    "  \"Morocco\": \"摩洛哥\",\n",
    "  \"W. Sahara\": \"西撒哈拉\",\n",
    "  \"Serbia\": \"塞尔维亚\",\n",
    "  \"Afghanistan\": \"阿富汗\",\n",
    "  \"Angola\": \"安哥拉\",\n",
    "  \"Albania\": \"阿尔巴尼亚\",\n",
    "  \"Andorra\": \"安道尔共和国\",\n",
    "  \"United Arab Emirates\": \"阿拉伯联合酋长国\",\n",
    "  \"Argentina\": \"阿根廷\",\n",
    "  \"Armenia\": \"亚美尼亚\",\n",
    "  \"Australia\": \"澳大利亚\",\n",
    "  \"Austria\": \"奥地利\",\n",
    "  \"Azerbaijan\": \"阿塞拜疆\",\n",
    "  \"Burundi\": \"布隆迪\",\n",
    "  \"Belgium\": \"比利时\",\n",
    "  \"Benin\": \"贝宁\",\n",
    "  \"Burkina Faso\": \"布基纳法索\",\n",
    "  \"Bangladesh\": \"孟加拉国\",\n",
    "  \"Bulgaria\": \"保加利亚\",\n",
    "  \"Bahrain\": \"巴林\",\n",
    "  \"Bahamas\": \"巴哈马\",\n",
    "  \"Bosnia and Herz.\": \"波斯尼亚和黑塞哥维那\",\n",
    "  \"Belarus\": \"白俄罗斯\",\n",
    "  \"Belize\": \"伯利兹\",\n",
    "  \"Bermuda\": \"百慕大\",\n",
    "  \"Bolivia\": \"玻利维亚\",\n",
    "  \"Brazil\": \"巴西\",\n",
    "  \"Barbados\": \"巴巴多斯\",\n",
    "  \"Brunei\": \"文莱\",\n",
    "  \"Bhutan\": \"不丹\",\n",
    "  \"Botswana\": \"博茨瓦纳\",\n",
    "  \"Central African Rep.\": \"中非\",\n",
    "  \"Canada\": \"加拿大\",\n",
    "  \"Switzerland\": \"瑞士\",\n",
    "  \"Chile\": \"智利\",\n",
    "  \"China\": \"中国\",\n",
    "  \"Côte d'Ivoire\": \"科特迪瓦\",\n",
    "  \"Cameroon\": \"喀麦隆\",\n",
    "  \"Dem. Rep. Congo\": \"刚果民主共和国\",\n",
    "  \"Congo\": \"刚果\",\n",
    "  \"Colombia\": \"哥伦比亚\",\n",
    "  \"Cape Verde\": \"佛得角\",\n",
    "  \"Costa Rica\": \"哥斯达黎加\",\n",
    "  \"Cuba\": \"古巴\",\n",
    "  \"N. Cyprus\": \"北塞浦路斯\",\n",
    "  \"Cyprus\": \"塞浦路斯\",\n",
    "  \"Czech Rep.\": \"捷克\",\n",
    "  \"Germany\": \"德国\",\n",
    "  \"Djibouti\": \"吉布提\",\n",
    "  \"Denmark\": \"丹麦\",\n",
    "  \"Dominican Rep.\": \"多米尼加\",\n",
    "  \"Algeria\": \"阿尔及利亚\",\n",
    "  \"Ecuador\": \"厄瓜多尔\",\n",
    "  \"Egypt\": \"埃及\",\n",
    "  \"Eritrea\": \"厄立特里亚\",\n",
    "  \"Spain\": \"西班牙\",\n",
    "  \"Estonia\": \"爱沙尼亚\",\n",
    "  \"Ethiopia\": \"埃塞俄比亚\",\n",
    "  \"Finland\": \"芬兰\",\n",
    "  \"Fiji\": \"斐济\",\n",
    "  \"France\": \"法国\",\n",
    "  \"Gabon\": \"加蓬\",\n",
    "  \"United Kingdom\": \"英国\",\n",
    "  \"Georgia\": \"格鲁吉亚\",\n",
    "  \"Ghana\": \"加纳\",\n",
    "  \"Guinea\": \"几内亚\",\n",
    "  \"Gambia\": \"冈比亚\",\n",
    "  \"Guinea-Bissau\": \"几内亚比绍\",\n",
    "  \"Eq. Guinea\": \"赤道几内亚\",\n",
    "  \"Greece\": \"希腊\",\n",
    "  \"Grenada\": \"格林纳达\",\n",
    "  \"Greenland\": \"格陵兰\",\n",
    "  \"Guatemala\": \"危地马拉\",\n",
    "  \"Guam\": \"关岛\",\n",
    "  \"Guyana\": \"圭亚那\",\n",
    "  \"Honduras\": \"洪都拉斯\",\n",
    "  \"Croatia\": \"克罗地亚\",\n",
    "  \"Haiti\": \"海地\",\n",
    "  \"Hungary\": \"匈牙利\",\n",
    "  \"Indonesia\": \"印度尼西亚\",\n",
    "  \"India\": \"印度\",\n",
    "  \"Br. Indian Ocean Ter.\": \"英属印度洋领土\",\n",
    "  \"Ireland\": \"爱尔兰\",\n",
    "  \"Iran\": \"伊朗\",\n",
    "  \"Iraq\": \"伊拉克\",\n",
    "  \"Iceland\": \"冰岛\",\n",
    "  \"Israel\": \"以色列\",\n",
    "  \"Italy\": \"意大利\",\n",
    "  \"Jamaica\": \"牙买加\",\n",
    "  \"Jordan\": \"约旦\",\n",
    "  \"Japan\": \"日本\",\n",
    "  \"Siachen Glacier\": \"锡亚琴冰川\",\n",
    "  \"Kazakhstan\": \"哈萨克斯坦\",\n",
    "  \"Kenya\": \"肯尼亚\",\n",
    "  \"Kyrgyzstan\": \"吉尔吉斯坦\",\n",
    "  \"Cambodia\": \"柬埔寨\",\n",
    "  \"Korea\": \"韩国\",\n",
    "  \"Kuwait\": \"科威特\",\n",
    "  \"Lao PDR\": \"老挝\",\n",
    "  \"Lebanon\": \"黎巴嫩\",\n",
    "  \"Liberia\": \"利比里亚\",\n",
    "  \"Libya\": \"利比亚\",\n",
    "  \"Sri Lanka\": \"斯里兰卡\",\n",
    "  \"Lesotho\": \"莱索托\",\n",
    "  \"Lithuania\": \"立陶宛\",\n",
    "  \"Luxembourg\": \"卢森堡\",\n",
    "  \"Latvia\": \"拉脱维亚\",\n",
    "  \"Moldova\": \"摩尔多瓦\",\n",
    "  \"Madagascar\": \"马达加斯加\",\n",
    "  \"Mexico\": \"墨西哥\",\n",
    "  \"Macedonia\": \"马其顿\",\n",
    "  \"Mali\": \"马里\",\n",
    "  \"Malta\": \"马耳他\",\n",
    "  \"Myanmar\": \"缅甸\",\n",
    "  \"Montenegro\": \"黑山\",\n",
    "  \"Mongolia\": \"蒙古\",\n",
    "  \"Mozambique\": \"莫桑比克\",\n",
    "  \"Mauritania\": \"毛里塔尼亚\",\n",
    "  \"Mauritius\": \"毛里求斯\",\n",
    "  \"Malawi\": \"马拉维\",\n",
    "  \"Malaysia\": \"马来西亚\",\n",
    "  \"Namibia\": \"纳米比亚\",\n",
    "  \"New Caledonia\": \"新喀里多尼亚\",\n",
    "  \"Niger\": \"尼日尔\",\n",
    "  \"Nigeria\": \"尼日利亚\",\n",
    "  \"Nicaragua\": \"尼加拉瓜\",\n",
    "  \"Netherlands\": \"荷兰\",\n",
    "  \"Norway\": \"挪威\",\n",
    "  \"Nepal\": \"尼泊尔\",\n",
    "  \"New Zealand\": \"新西兰\",\n",
    "  \"Oman\": \"阿曼\",\n",
    "  \"Pakistan\": \"巴基斯坦\",\n",
    "  \"Panama\": \"巴拿马\",\n",
    "  \"Peru\": \"秘鲁\",\n",
    "  \"Philippines\": \"菲律宾\",\n",
    "  \"Papua New Guinea\": \"巴布亚新几内亚\",\n",
    "  \"Poland\": \"波兰\",\n",
    "  \"Puerto Rico\": \"波多黎各\",\n",
    "  \"Dem. Rep. Korea\": \"朝鲜\",\n",
    "  \"Portugal\": \"葡萄牙\",\n",
    "  \"Paraguay\": \"巴拉圭\",\n",
    "  \"Palestine\": \"巴勒斯坦\",\n",
    "  \"Qatar\": \"卡塔尔\",\n",
    "  \"Romania\": \"罗马尼亚\",\n",
    "  \"Russia\": \"俄罗斯\",\n",
    "  \"Rwanda\": \"卢旺达\",\n",
    "  \"Saudi Arabia\": \"沙特阿拉伯\",\n",
    "  \"Sudan\": \"苏丹\",\n",
    "  \"S. Sudan\": \"南苏丹\",\n",
    "  \"Senegal\": \"塞内加尔\",\n",
    "  \"Singapore\": \"新加坡\",\n",
    "  \"Solomon Is.\": \"所罗门群岛\",\n",
    "  \"Sierra Leone\": \"塞拉利昂\",\n",
    "  \"El Salvador\": \"萨尔瓦多\",\n",
    "  \"Suriname\": \"苏里南\",\n",
    "  \"Slovakia\": \"斯洛伐克\",\n",
    "  \"Slovenia\": \"斯洛文尼亚\",\n",
    "  \"Sweden\": \"瑞典\",\n",
    "  \"Swaziland\": \"斯威士兰\",\n",
    "  \"Seychelles\": \"塞舌尔\",\n",
    "  \"Syria\": \"叙利亚\",\n",
    "  \"Chad\": \"乍得\",\n",
    "  \"Togo\": \"多哥\",\n",
    "  \"Thailand\": \"泰国\",\n",
    "  \"Tajikistan\": \"塔吉克斯坦\",\n",
    "  \"Turkmenistan\": \"土库曼斯坦\",\n",
    "  \"Timor-Leste\": \"东帝汶\",\n",
    "  \"Tonga\": \"汤加\",\n",
    "  \"Trinidad and Tobago\": \"特立尼达和多巴哥\",\n",
    "  \"Tunisia\": \"突尼斯\",\n",
    "  \"Turkey\": \"土耳其\",\n",
    "  \"Tanzania\": \"坦桑尼亚\",\n",
    "  \"Uganda\": \"乌干达\",\n",
    "  \"Ukraine\": \"乌克兰\",\n",
    "  \"Uruguay\": \"乌拉圭\",\n",
    "  \"United States\": \"美国\",\n",
    "  \"Uzbekistan\": \"乌兹别克斯坦\",\n",
    "  \"Venezuela\": \"委内瑞拉\",\n",
    "  \"Vietnam\": \"越南\",\n",
    "  \"Vanuatu\": \"瓦努阿图\",\n",
    "  \"Yemen\": \"也门\",\n",
    "  \"South Africa\": \"南非\",\n",
    "  \"Zambia\": \"赞比亚\",\n",
    "  \"Zimbabwe\": \"津巴布韦\",\n",
    "  \"Aland\": \"奥兰群岛\",\n",
    "  \"American Samoa\": \"美属萨摩亚\",\n",
    "  \"Fr. S. Antarctic Lands\": \"南极洲\",\n",
    "  \"Antigua and Barb.\": \"安提瓜和巴布达\",\n",
    "  \"Comoros\": \"科摩罗\",\n",
    "  \"Curaçao\": \"库拉索岛\",\n",
    "  \"Cayman Is.\": \"开曼群岛\",\n",
    "  \"Dominica\": \"多米尼加\",\n",
    "  \"Falkland Is.\": \"马尔维纳斯群岛（福克兰）\",\n",
    "  \"Faeroe Is.\": \"法罗群岛\",\n",
    "  \"Micronesia\": \"密克罗尼西亚\",\n",
    "  \"Heard I. and McDonald Is.\": \"赫德岛和麦克唐纳群岛\",\n",
    "  \"Isle of Man\": \"曼岛\",\n",
    "  \"Jersey\": \"泽西岛\",\n",
    "  \"Kiribati\": \"基里巴斯\",\n",
    "  \"Saint Lucia\": \"圣卢西亚\",\n",
    "  \"N. Mariana Is.\": \"北马里亚纳群岛\",\n",
    "  \"Montserrat\": \"蒙特塞拉特\",\n",
    "  \"Niue\": \"纽埃\",\n",
    "  \"Palau\": \"帕劳\",\n",
    "  \"Fr. Polynesia\": \"法属波利尼西亚\",\n",
    "  \"S. Geo. and S. Sandw. Is.\": \"南乔治亚岛和南桑威奇群岛\",\n",
    "  \"Saint Helena\": \"圣赫勒拿\",\n",
    "  \"St. Pierre and Miquelon\": \"圣皮埃尔和密克隆群岛\",\n",
    "  \"São Tomé and Principe\": \"圣多美和普林西比\",\n",
    "  \"Turks and Caicos Is.\": \"特克斯和凯科斯群岛\",\n",
    "  \"St. Vin. and Gren.\": \"圣文森特和格林纳丁斯\",\n",
    "  \"U.S. Virgin Is.\": \"美属维尔京群岛\",\n",
    "  \"Samoa\": \"萨摩亚\"\n",
    "}\n",
    "EC = E_C.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:55.131778Z",
     "start_time": "2020-07-01T15:44:55.123799Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0, 'US')\n",
      "(41, 'Dominican Republic')\n",
      "(60, 'Korea, South')\n",
      "(63, 'Czechia')\n",
      "(69, \"Cote d'Ivoire\")\n",
      "(74, 'Congo (Kinshasa)')\n",
      "(77, 'North Macedonia')\n",
      "(88, 'Bosnia and Herzegovina')\n",
      "(93, 'Central African Republic')\n",
      "(98, 'Maldives')\n",
      "(99, 'Kosovo')\n",
      "(104, 'South Sudan')\n",
      "(108, 'Equatorial Guinea')\n",
      "(120, 'Congo (Brazzaville)')\n",
      "(123, 'West Bank and Gaza')\n",
      "(126, 'Cabo Verde')\n",
      "(137, 'Diamond Princess')\n",
      "(138, 'Sao Tome and Principe')\n",
      "(139, 'San Marino')\n",
      "(143, 'Eswatini')\n",
      "(148, 'Taiwan*')\n",
      "(153, 'Burma')\n",
      "(165, 'Monaco')\n",
      "(172, 'Saint Vincent and the Grenadines')\n",
      "(173, 'Antigua and Barbuda')\n",
      "(178, 'Laos')\n",
      "(181, 'Saint Kitts and Nevis')\n",
      "(183, 'Holy See')\n",
      "(185, 'Western Sahara')\n",
      "(186, 'MS Zaandam')\n"
     ]
    }
   ],
   "source": [
    "a = df.columns.tolist()\n",
    "for i in enumerate(a):\n",
    "    if i[1] not in EC:\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:55.142755Z",
     "start_time": "2020-07-01T15:44:55.135769Z"
    }
   },
   "outputs": [],
   "source": [
    "# 改了一部分\n",
    "a[0]=\"United States\"\n",
    "a[60]=\"Dem. Rep. Korea\"\n",
    "a[69]=\"Côte d'Ivoire\"\n",
    "a[93]=\"Central African Rep.\"\n",
    "a[74]=\"Dem. Rep. Congo\"\n",
    "a[104]=\"S.Sudun\"\n",
    "a[120]=\"Congo\"\n",
    "a[172]=\"Greenland\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:55.151725Z",
     "start_time": "2020-07-01T15:44:55.144743Z"
    }
   },
   "outputs": [],
   "source": [
    "b = df.iloc[-1:].values.tolist()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:55.180647Z",
     "start_time": "2020-07-01T15:44:55.154716Z"
    }
   },
   "outputs": [
    {
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       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
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       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
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       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
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       "            \"mapType\": \"world\",\n",
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       "                    \"name\": \"Brazil\",\n",
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       "                    \"name\": \"Russia\",\n",
       "                    \"value\": 591465\n",
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       "                    \"name\": \"India\",\n",
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       "                {\n",
       "                    \"name\": \"United Kingdom\",\n",
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       "                {\n",
       "                    \"name\": \"Peru\",\n",
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       "                {\n",
       "                    \"name\": \"Chile\",\n",
       "                    \"value\": 246963\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Spain\",\n",
       "                    \"value\": 246504\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Italy\",\n",
       "                    \"value\": 238720\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Iran\",\n",
       "                    \"value\": 207525\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"France\",\n",
       "                    \"value\": 197381\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Germany\",\n",
       "                    \"value\": 191768\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Turkey\",\n",
       "                    \"value\": 188897\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Mexico\",\n",
       "                    \"value\": 185122\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Pakistan\",\n",
       "                    \"value\": 185034\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Saudi Arabia\",\n",
       "                    \"value\": 161005\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bangladesh\",\n",
       "                    \"value\": 115786\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Canada\",\n",
       "                    \"value\": 103418\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"South Africa\",\n",
       "                    \"value\": 101590\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Qatar\",\n",
       "                    \"value\": 88403\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"China\",\n",
       "                    \"value\": 84624\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Colombia\",\n",
       "                    \"value\": 71367\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Belgium\",\n",
       "                    \"value\": 60550\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Belarus\",\n",
       "                    \"value\": 59023\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Sweden\",\n",
       "                    \"value\": 58932\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Egypt\",\n",
       "                    \"value\": 56809\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Ecuador\",\n",
       "                    \"value\": 50640\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Netherlands\",\n",
       "                    \"value\": 49866\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Indonesia\",\n",
       "                    \"value\": 46845\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"United Arab Emirates\",\n",
       "                    \"value\": 45303\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Argentina\",\n",
       "                    \"value\": 44931\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Singapore\",\n",
       "                    \"value\": 42313\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Kuwait\",\n",
       "                    \"value\": 40291\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Portugal\",\n",
       "                    \"value\": 39392\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Ukraine\",\n",
       "                    \"value\": 38056\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Iraq\",\n",
       "                    \"value\": 32676\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Poland\",\n",
       "                    \"value\": 32227\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Switzerland\",\n",
       "                    \"value\": 31310\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Oman\",\n",
       "                    \"value\": 31076\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Philippines\",\n",
       "                    \"value\": 30682\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Afghanistan\",\n",
       "                    \"value\": 29157\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Dominican Republic\",\n",
       "                    \"value\": 27370\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Panama\",\n",
       "                    \"value\": 26752\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bolivia\",\n",
       "                    \"value\": 25493\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Ireland\",\n",
       "                    \"value\": 25383\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Romania\",\n",
       "                    \"value\": 24291\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bahrain\",\n",
       "                    \"value\": 22407\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Israel\",\n",
       "                    \"value\": 21082\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Nigeria\",\n",
       "                    \"value\": 20919\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Armenia\",\n",
       "                    \"value\": 20588\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Kazakhstan\",\n",
       "                    \"value\": 18231\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Japan\",\n",
       "                    \"value\": 17820\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Austria\",\n",
       "                    \"value\": 17380\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Moldova\",\n",
       "                    \"value\": 14363\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Ghana\",\n",
       "                    \"value\": 14154\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Guatemala\",\n",
       "                    \"value\": 13769\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Honduras\",\n",
       "                    \"value\": 13356\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Azerbaijan\",\n",
       "                    \"value\": 13207\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Serbia\",\n",
       "                    \"value\": 12990\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Denmark\",\n",
       "                    \"value\": 12727\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Dem. Rep. Korea\",\n",
       "                    \"value\": 12484\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Cameroon\",\n",
       "                    \"value\": 12041\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Algeria\",\n",
       "                    \"value\": 11920\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Czechia\",\n",
       "                    \"value\": 10523\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Morocco\",\n",
       "                    \"value\": 10172\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Nepal\",\n",
       "                    \"value\": 9561\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Norway\",\n",
       "                    \"value\": 8751\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Sudan\",\n",
       "                    \"value\": 8698\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Malaysia\",\n",
       "                    \"value\": 8587\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"C\\u00f4te d'Ivoire\",\n",
       "                    \"value\": 7677\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Australia\",\n",
       "                    \"value\": 7492\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Finland\",\n",
       "                    \"value\": 7144\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Uzbekistan\",\n",
       "                    \"value\": 6461\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Senegal\",\n",
       "                    \"value\": 5970\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Dem. Rep. Congo\",\n",
       "                    \"value\": 5924\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Tajikistan\",\n",
       "                    \"value\": 5513\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Haiti\",\n",
       "                    \"value\": 5211\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"North Macedonia\",\n",
       "                    \"value\": 5196\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Guinea\",\n",
       "                    \"value\": 4988\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"El Salvador\",\n",
       "                    \"value\": 4808\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Kenya\",\n",
       "                    \"value\": 4797\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Gabon\",\n",
       "                    \"value\": 4739\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Ethiopia\",\n",
       "                    \"value\": 4663\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Djibouti\",\n",
       "                    \"value\": 4599\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Luxembourg\",\n",
       "                    \"value\": 4121\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Hungary\",\n",
       "                    \"value\": 4102\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Venezuela\",\n",
       "                    \"value\": 4048\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bulgaria\",\n",
       "                    \"value\": 3984\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bosnia and Herzegovina\",\n",
       "                    \"value\": 3525\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Kyrgyzstan\",\n",
       "                    \"value\": 3356\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Greece\",\n",
       "                    \"value\": 3287\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Thailand\",\n",
       "                    \"value\": 3151\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Mauritania\",\n",
       "                    \"value\": 3121\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Central African Rep.\",\n",
       "                    \"value\": 2963\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Somalia\",\n",
       "                    \"value\": 2812\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Croatia\",\n",
       "                    \"value\": 2336\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Cuba\",\n",
       "                    \"value\": 2315\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Costa Rica\",\n",
       "                    \"value\": 2277\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Maldives\",\n",
       "                    \"value\": 2217\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Kosovo\",\n",
       "                    \"value\": 2169\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Albania\",\n",
       "                    \"value\": 1995\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Estonia\",\n",
       "                    \"value\": 1981\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Mali\",\n",
       "                    \"value\": 1961\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Sri Lanka\",\n",
       "                    \"value\": 1951\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"S.Sudun\",\n",
       "                    \"value\": 1916\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Iceland\",\n",
       "                    \"value\": 1823\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Nicaragua\",\n",
       "                    \"value\": 1823\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Lithuania\",\n",
       "                    \"value\": 1801\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Equatorial Guinea\",\n",
       "                    \"value\": 1664\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Madagascar\",\n",
       "                    \"value\": 1640\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Lebanon\",\n",
       "                    \"value\": 1603\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Slovakia\",\n",
       "                    \"value\": 1588\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Guinea-Bissau\",\n",
       "                    \"value\": 1556\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Slovenia\",\n",
       "                    \"value\": 1521\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"New Zealand\",\n",
       "                    \"value\": 1515\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Zambia\",\n",
       "                    \"value\": 1430\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Paraguay\",\n",
       "                    \"value\": 1392\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Sierra Leone\",\n",
       "                    \"value\": 1340\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Tunisia\",\n",
       "                    \"value\": 1159\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Latvia\",\n",
       "                    \"value\": 1111\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Congo\",\n",
       "                    \"value\": 1087\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Niger\",\n",
       "                    \"value\": 1046\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Jordan\",\n",
       "                    \"value\": 1042\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"West Bank and Gaza\",\n",
       "                    \"value\": 1001\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Cyprus\",\n",
       "                    \"value\": 988\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Yemen\",\n",
       "                    \"value\": 967\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Cabo Verde\",\n",
       "                    \"value\": 944\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Georgia\",\n",
       "                    \"value\": 908\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Burkina Faso\",\n",
       "                    \"value\": 903\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Uruguay\",\n",
       "                    \"value\": 882\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Chad\",\n",
       "                    \"value\": 858\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Andorra\",\n",
       "                    \"value\": 855\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Benin\",\n",
       "                    \"value\": 807\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Rwanda\",\n",
       "                    \"value\": 787\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Uganda\",\n",
       "                    \"value\": 774\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Malawi\",\n",
       "                    \"value\": 749\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Mozambique\",\n",
       "                    \"value\": 737\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Diamond Princess\",\n",
       "                    \"value\": 712\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Sao Tome and Principe\",\n",
       "                    \"value\": 702\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"San Marino\",\n",
       "                    \"value\": 697\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Jamaica\",\n",
       "                    \"value\": 665\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Malta\",\n",
       "                    \"value\": 665\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Liberia\",\n",
       "                    \"value\": 650\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Eswatini\",\n",
       "                    \"value\": 643\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Libya\",\n",
       "                    \"value\": 595\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Togo\",\n",
       "                    \"value\": 569\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Zimbabwe\",\n",
       "                    \"value\": 512\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Tanzania\",\n",
       "                    \"value\": 509\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Taiwan*\",\n",
       "                    \"value\": 446\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Montenegro\",\n",
       "                    \"value\": 367\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Vietnam\",\n",
       "                    \"value\": 349\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Mauritius\",\n",
       "                    \"value\": 340\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Suriname\",\n",
       "                    \"value\": 319\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Burma\",\n",
       "                    \"value\": 291\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Comoros\",\n",
       "                    \"value\": 247\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Syria\",\n",
       "                    \"value\": 219\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Mongolia\",\n",
       "                    \"value\": 215\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Guyana\",\n",
       "                    \"value\": 205\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Angola\",\n",
       "                    \"value\": 186\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Burundi\",\n",
       "                    \"value\": 144\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Eritrea\",\n",
       "                    \"value\": 143\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Brunei\",\n",
       "                    \"value\": 141\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Cambodia\",\n",
       "                    \"value\": 130\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Trinidad and Tobago\",\n",
       "                    \"value\": 123\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bahamas\",\n",
       "                    \"value\": 104\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Monaco\",\n",
       "                    \"value\": 101\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Barbados\",\n",
       "                    \"value\": 97\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Botswana\",\n",
       "                    \"value\": 89\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Liechtenstein\",\n",
       "                    \"value\": 83\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bhutan\",\n",
       "                    \"value\": 68\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Namibia\",\n",
       "                    \"value\": 63\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Gambia\",\n",
       "                    \"value\": 41\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Greenland\",\n",
       "                    \"value\": 29\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Antigua and Barbuda\",\n",
       "                    \"value\": 26\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Timor-Leste\",\n",
       "                    \"value\": 24\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Belize\",\n",
       "                    \"value\": 23\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Grenada\",\n",
       "                    \"value\": 23\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Saint Lucia\",\n",
       "                    \"value\": 19\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Laos\",\n",
       "                    \"value\": 19\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Dominica\",\n",
       "                    \"value\": 18\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Fiji\",\n",
       "                    \"value\": 18\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Saint Kitts and Nevis\",\n",
       "                    \"value\": 15\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Lesotho\",\n",
       "                    \"value\": 12\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Holy See\",\n",
       "                    \"value\": 12\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Seychelles\",\n",
       "                    \"value\": 11\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Western Sahara\",\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"MS Zaandam\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Papua New Guinea\",\n",
       "                    \"value\": 9\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"zoom\": 1,\n",
       "            \"showLegendSymbol\": false,\n",
       "            \"itemStyle\": {\n",
       "                \"color\": \"rgb(98,121,146)\"\n",
       "            },\n",
       "            \"emphasis\": {},\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u786e\\u8bca\\u4eba\\u6570\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"\\u786e\\u8bca\\u4eba\\u6570\": true\n",
       "            },\n",
       "            \"show\": false,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5168\\u7403\\u75ab\\u60c5\\u786e\\u8bca\\u4eba\\u6570\",\n",
       "            \"subtext\": \"2020.6.22\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"piecewise\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 10000000,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 14,\n",
       "        \"borderWidth\": 0,\n",
       "        \"pieces\": [\n",
       "            {\n",
       "                \"max\": 20000000,\n",
       "                \"min\": 1000001,\n",
       "                \"label\": \">2000000\",\n",
       "                \"color\": \"#8A0808\"\n",
       "            },\n",
       "            {\n",
       "                \"max\": 1000000,\n",
       "                \"min\": 100001,\n",
       "                \"label\": \"1000000-2000000\",\n",
       "                \"color\": \"#B40404\"\n",
       "            },\n",
       "            {\n",
       "                \"max\": 100000,\n",
       "                \"min\": 10001,\n",
       "                \"label\": \"10000-100000\",\n",
       "                \"color\": \"#DF0101\"\n",
       "            },\n",
       "            {\n",
       "                \"max\": 10000,\n",
       "                \"min\": 1001,\n",
       "                \"label\": \"1000-10000\",\n",
       "                \"color\": \"#F78181\"\n",
       "            },\n",
       "            {\n",
       "                \"max\": 1000,\n",
       "                \"min\": 101,\n",
       "                \"label\": \"100-1000\",\n",
       "                \"color\": \"#F5A9A9\"\n",
       "            },\n",
       "            {\n",
       "                \"max\": 100,\n",
       "                \"min\": 0,\n",
       "                \"label\": \"0-100\",\n",
       "                \"color\": \"#fababa\"\n",
       "            }\n",
       "        ]\n",
       "    }\n",
       "};\n",
       "                chart_c897f78649974f08a3167d5bddeebd23.setOption(option_c897f78649974f08a3167d5bddeebd23);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x2683bb5a550>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map,Pie\n",
    "\n",
    "map = Map( init_opts=opts.InitOpts(width=\"1400px\", height=\"900px\", bg_color=\"#d0effa\", page_title=\"全xxxx_2\"))\n",
    "map.add(\"确诊人数\",[list(z) for z in zip(a, b)],is_map_symbol_show=False,\n",
    "        maptype=\"world\",label_opts=opts.LabelOpts(is_show=False),itemstyle_opts=opts.ItemStyleOpts(color=\"rgb(98,121,146)\"))#地图区域颜色\n",
    "map.set_global_opts(title_opts = opts.TitleOpts(title='全球疫情确诊人数',subtitle=\"2020.6.22\"),legend_opts=opts.LegendOpts(is_show=False),\n",
    "                 visualmap_opts=opts.VisualMapOpts(max_=10000000, is_piecewise=True,\n",
    "                                  pieces=[\n",
    "                                    {\"max\": 20000000, \"min\": 1000001, \"label\": \">2000000\", \"color\": \"#8A0808\"},\n",
    "                                    {\"max\": 1000000, \"min\": 100001, \"label\": \"1000000-2000000\", \"color\": \"#B40404\"},\n",
    "                                    {\"max\": 100000, \"min\": 10001, \"label\": \"10000-100000\", \"color\": \"#DF0101\"},\n",
    "                                    {\"max\": 10000, \"min\": 1001, \"label\": \"1000-10000\", \"color\": \"#F78181\"},\n",
    "                                    {\"max\": 1000, \"min\": 101, \"label\": \"100-1000\", \"color\": \"#F5A9A9\"},\n",
    "                                    {\"max\": 100, \"min\": 0, \"label\": \"0-100\", \"color\": \"#fababa\"},\n",
    "                                    ])  \n",
    "                 )\n",
    "map.set_series_opts(label_opts=opts.LabelOpts(is_show=False))\n",
    "map.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:55.201592Z",
     "start_time": "2020-07-01T15:44:55.184636Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"b2f98eec23e84b58bdac06cc06e4fe97\" style=\"width:1400px; height:800px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_b2f98eec23e84b58bdac06cc06e4fe97 = echarts.init(\n",
       "                    document.getElementById('b2f98eec23e84b58bdac06cc06e4fe97'), 'white', {renderer: 'canvas'});\n",
       "                var option_b2f98eec23e84b58bdac06cc06e4fe97 = {\n",
       "    \"backgroundColor\": \"#fee4e7\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"clockwise\": true,\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"United States\",\n",
       "                    \"value\": 2312302\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Brazil\",\n",
       "                    \"value\": 1106470\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Russia\",\n",
       "                    \"value\": 591465\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"India\",\n",
       "                    \"value\": 440215\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"United Kingdom\",\n",
       "                    \"value\": 306761\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Peru\",\n",
       "                    \"value\": 257447\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Chile\",\n",
       "                    \"value\": 246963\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Spain\",\n",
       "                    \"value\": 246504\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Italy\",\n",
       "                    \"value\": 238720\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Iran\",\n",
       "                    \"value\": 207525\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"30%\",\n",
       "                \"100%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"45%\",\n",
       "                \"60%\"\n",
       "            ],\n",
       "            \"roseType\": \"area\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"inside\",\n",
       "                \"margin\": 8,\n",
       "                \"fontSize\": 13,\n",
       "                \"fontStyle\": \"italic\",\n",
       "                \"fontFamily\": \"Microsoft YaHei\",\n",
       "                \"formatter\": \"{b}\\uff1a{c}\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"United States\",\n",
       "                \"Brazil\",\n",
       "                \"Russia\",\n",
       "                \"India\",\n",
       "                \"United Kingdom\",\n",
       "                \"Peru\",\n",
       "                \"Chile\",\n",
       "                \"Spain\",\n",
       "                \"Italy\",\n",
       "                \"Iran\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": false,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5168\\u7403\\u786e\\u8bca\\u4eba\\u6570TOP10\",\n",
       "            \"subtext\": \"    2020\\u5e746\\u670822\\u65e5\",\n",
       "            \"left\": \"40%\",\n",
       "            \"right\": \"center\",\n",
       "            \"top\": \"58%\",\n",
       "            \"bottom\": \"center\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"#f40909\",\n",
       "                \"fontSize\": 15\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"color\": \"#8a0b0b\",\n",
       "                \"fontSize\": 15\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_b2f98eec23e84b58bdac06cc06e4fe97.setOption(option_b2f98eec23e84b58bdac06cc06e4fe97);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x26839400470>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pie = Pie(init_opts=opts.InitOpts(width='1400px', height='800px',page_title=\"全xx情_1\",bg_color=\"#fee4e7\"))\n",
    "# 添加数据\n",
    "pie.add(\"\", [list(z) for z in zip(a, b)][:10],\n",
    "        radius=['30%', '100%'],#设置内径外径\n",
    "        center=['45%', '60%'],#中心点占比\n",
    "        rosetype='area')#圆心角相同，通过半径展现数据大小#rosetype='radius'圆心角展现数据百分比，半径展现数据大小\n",
    "\n",
    "# 设置全局配置\n",
    "pie.set_global_opts(title_opts=opts.TitleOpts(title='全球确诊人数TOP10',subtitle='    2020年6月22日',\n",
    "                                           title_textstyle_opts=opts.TextStyleOpts(font_size=15,color= '#f40909'),\n",
    "                                           subtitle_textstyle_opts= opts.TextStyleOpts(font_size=15,color= '#8a0b0b'),\n",
    "                                           pos_right= 'center',pos_left= '40%',pos_top= '58%',pos_bottom='center'),\n",
    "                            legend_opts=opts.LegendOpts(is_show=False))\n",
    "# 设置系列配置和颜色\n",
    "pie.set_series_opts(label_opts=opts.LabelOpts(is_show=True, position='inside', font_size=13,\n",
    "                                          formatter='{b}：{c}', font_style='italic',\n",
    "                                          font_family='Microsoft YaHei'))\n",
    "# pie.set_colors(color_matching)\n",
    "pie.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 动态地图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:55.208572Z",
     "start_time": "2020-07-01T15:44:55.205582Z"
    }
   },
   "outputs": [],
   "source": [
    "# Geo 图类型，有 scatter, effectScatter, heatmap, lines 4 种，建议使用\n",
    "# from pyecharts.globals import GeoType\n",
    "# GeoType.GeoType.EFFECT_SCATTER，GeoType.HEATMAP，GeoType.LINES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:55.233516Z",
     "start_time": "2020-07-01T15:44:55.212562Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>name</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AD</td>\n",
       "      <td>Andorra</td>\n",
       "      <td>1.601554</td>\n",
       "      <td>42.546245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AE</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>53.847818</td>\n",
       "      <td>23.424076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AF</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>67.709953</td>\n",
       "      <td>33.939110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AG</td>\n",
       "      <td>Antigua and Barbuda</td>\n",
       "      <td>-61.796428</td>\n",
       "      <td>17.060816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AI</td>\n",
       "      <td>Anguilla</td>\n",
       "      <td>-63.068615</td>\n",
       "      <td>18.220554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>YE</td>\n",
       "      <td>Yemen</td>\n",
       "      <td>48.516388</td>\n",
       "      <td>15.552727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>YT</td>\n",
       "      <td>Mayotte</td>\n",
       "      <td>45.166244</td>\n",
       "      <td>-12.827500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>ZA</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>22.937506</td>\n",
       "      <td>-30.559482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>ZM</td>\n",
       "      <td>Zambia</td>\n",
       "      <td>27.849332</td>\n",
       "      <td>-13.133897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>ZW</td>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>29.154857</td>\n",
       "      <td>-19.015438</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>245 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    country                  name  longitude   latitude\n",
       "0        AD               Andorra   1.601554  42.546245\n",
       "1        AE  United Arab Emirates  53.847818  23.424076\n",
       "2        AF           Afghanistan  67.709953  33.939110\n",
       "3        AG   Antigua and Barbuda -61.796428  17.060816\n",
       "4        AI              Anguilla -63.068615  18.220554\n",
       "..      ...                   ...        ...        ...\n",
       "240      YE                 Yemen  48.516388  15.552727\n",
       "241      YT               Mayotte  45.166244 -12.827500\n",
       "242      ZA          South Africa  22.937506 -30.559482\n",
       "243      ZM                Zambia  27.849332 -13.133897\n",
       "244      ZW              Zimbabwe  29.154857 -19.015438\n",
       "\n",
       "[245 rows x 4 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "# 由于地图数据中缺少坐标数据，因此需要添加坐标数据\n",
    "dff = pd.read_csv(\"State_LB.csv\")\n",
    "dff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:56.221864Z",
     "start_time": "2020-07-01T15:44:55.237506Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dem. Rep. Korea\n",
      "Dem. Rep. Congo\n",
      "West Bank and Gaza\n",
      "Diamond Princess\n",
      "Holy See\n",
      "MS Zaandam\n"
     ]
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Geo\n",
    "from pyecharts.faker import Faker\n",
    "from pyecharts.globals import ChartType\n",
    "geo =Geo(init_opts=opts.InitOpts(width='1400px', height='800px',page_title=\"全xx情_1\",bg_color=\"#d0effa\"))\n",
    "# 添加坐标数据\n",
    "for i in range(len(dff)):\n",
    "    geo.add_coordinate(dff[\"name\"][i],dff[\"longitude\"][i],dff[\"latitude\"][i])\n",
    "# 剔除没有的数据，否则会出错\n",
    "c = []\n",
    "d = []\n",
    "for i in range(len(a)):\n",
    "    if geo.get_coordinate(a[i]) != None:\n",
    "        c.append(a[i])\n",
    "        d.append(b[i])\n",
    "    else:\n",
    "        print(a[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:56.955921Z",
     "start_time": "2020-07-01T15:44:56.222908Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min', 'world':'https://assets.pyecharts.org/assets/maps/world'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"b1581ae51a8945f480a1f89199c2298b\" style=\"width:1400px; height:800px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'world'], function(echarts) {\n",
       "                var chart_b1581ae51a8945f480a1f89199c2298b = echarts.init(\n",
       "                    document.getElementById('b1581ae51a8945f480a1f89199c2298b'), 'white', {renderer: 'canvas'});\n",
       "                var option_b1581ae51a8945f480a1f89199c2298b = {\n",
       "    \"backgroundColor\": \"#d0effa\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
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       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
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       "        \"#f05b72\",\n",
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       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"effectScatter\",\n",
       "            \"name\": \"geo\",\n",
       "            \"coordinateSystem\": \"geo\",\n",
       "            \"showEffectOn\": \"render\",\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            },\n",
       "            \"symbolSize\": 12,\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"United States\",\n",
       "                    \"value\": [\n",
       "                        -95.712891,\n",
       "                        37.09024,\n",
       "                        2312302\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Brazil\",\n",
       "                    \"value\": [\n",
       "                        -51.92528,\n",
       "                        -14.235004,\n",
       "                        1106470\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Russia\",\n",
       "                    \"value\": [\n",
       "                        105.31875600000001,\n",
       "                        61.52401,\n",
       "                        591465\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"India\",\n",
       "                    \"value\": [\n",
       "                        78.96288,\n",
       "                        20.593684,\n",
       "                        440215\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"United Kingdom\",\n",
       "                    \"value\": [\n",
       "                        -3.435973,\n",
       "                        55.378051,\n",
       "                        306761\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Peru\",\n",
       "                    \"value\": [\n",
       "                        -75.015152,\n",
       "                        -9.189967,\n",
       "                        257447\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Chile\",\n",
       "                    \"value\": [\n",
       "                        -71.542969,\n",
       "                        -35.675146999999996,\n",
       "                        246963\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Spain\",\n",
       "                    \"value\": [\n",
       "                        -3.7492199999999998,\n",
       "                        40.463667,\n",
       "                        246504\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Italy\",\n",
       "                    \"value\": [\n",
       "                        12.56738,\n",
       "                        41.87194,\n",
       "                        238720\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Iran\",\n",
       "                    \"value\": [\n",
       "                        53.68804599999999,\n",
       "                        32.427908,\n",
       "                        207525\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"France\",\n",
       "                    \"value\": [\n",
       "                        2.213749,\n",
       "                        46.227638,\n",
       "                        197381\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Germany\",\n",
       "                    \"value\": [\n",
       "                        10.451526,\n",
       "                        51.165690999999995,\n",
       "                        191768\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Turkey\",\n",
       "                    \"value\": [\n",
       "                        35.243322,\n",
       "                        38.963745,\n",
       "                        188897\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Mexico\",\n",
       "                    \"value\": [\n",
       "                        -102.552784,\n",
       "                        23.634501,\n",
       "                        185122\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Pakistan\",\n",
       "                    \"value\": [\n",
       "                        69.345116,\n",
       "                        30.375321000000003,\n",
       "                        185034\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Saudi Arabia\",\n",
       "                    \"value\": [\n",
       "                        45.079162,\n",
       "                        23.885942,\n",
       "                        161005\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bangladesh\",\n",
       "                    \"value\": [\n",
       "                        90.35633100000001,\n",
       "                        23.684994,\n",
       "                        115786\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Canada\",\n",
       "                    \"value\": [\n",
       "                        -106.34677099999999,\n",
       "                        56.130366,\n",
       "                        103418\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"South Africa\",\n",
       "                    \"value\": [\n",
       "                        22.937506,\n",
       "                        -30.559482,\n",
       "                        101590\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Qatar\",\n",
       "                    \"value\": [\n",
       "                        51.183884,\n",
       "                        25.354826,\n",
       "                        88403\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"China\",\n",
       "                    \"value\": [\n",
       "                        104.195397,\n",
       "                        35.86166,\n",
       "                        84624\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Colombia\",\n",
       "                    \"value\": [\n",
       "                        -74.297333,\n",
       "                        4.570868,\n",
       "                        71367\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Belgium\",\n",
       "                    \"value\": [\n",
       "                        4.469936,\n",
       "                        50.503887,\n",
       "                        60550\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Belarus\",\n",
       "                    \"value\": [\n",
       "                        27.953389,\n",
       "                        53.709807,\n",
       "                        59023\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Sweden\",\n",
       "                    \"value\": [\n",
       "                        18.643501,\n",
       "                        60.128161,\n",
       "                        58932\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Egypt\",\n",
       "                    \"value\": [\n",
       "                        30.802497999999996,\n",
       "                        26.820553000000004,\n",
       "                        56809\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Ecuador\",\n",
       "                    \"value\": [\n",
       "                        -78.183406,\n",
       "                        -1.8312389999999998,\n",
       "                        50640\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Netherlands\",\n",
       "                    \"value\": [\n",
       "                        5.291266,\n",
       "                        52.132633,\n",
       "                        49866\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Indonesia\",\n",
       "                    \"value\": [\n",
       "                        113.921327,\n",
       "                        -0.789275,\n",
       "                        46845\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"United Arab Emirates\",\n",
       "                    \"value\": [\n",
       "                        53.847818000000004,\n",
       "                        23.424076,\n",
       "                        45303\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Argentina\",\n",
       "                    \"value\": [\n",
       "                        -63.616671999999994,\n",
       "                        -38.416097,\n",
       "                        44931\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Singapore\",\n",
       "                    \"value\": [\n",
       "                        103.819836,\n",
       "                        1.352083,\n",
       "                        42313\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Kuwait\",\n",
       "                    \"value\": [\n",
       "                        47.481766,\n",
       "                        29.311659999999996,\n",
       "                        40291\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Portugal\",\n",
       "                    \"value\": [\n",
       "                        -8.224454,\n",
       "                        39.399871999999995,\n",
       "                        39392\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Ukraine\",\n",
       "                    \"value\": [\n",
       "                        31.16558,\n",
       "                        48.379433,\n",
       "                        38056\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Iraq\",\n",
       "                    \"value\": [\n",
       "                        43.679291,\n",
       "                        33.223191,\n",
       "                        32676\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Poland\",\n",
       "                    \"value\": [\n",
       "                        19.145135999999997,\n",
       "                        51.919438,\n",
       "                        32227\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Switzerland\",\n",
       "                    \"value\": [\n",
       "                        8.227511999999999,\n",
       "                        46.818188,\n",
       "                        31310\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Oman\",\n",
       "                    \"value\": [\n",
       "                        55.923255000000005,\n",
       "                        21.512583,\n",
       "                        31076\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Philippines\",\n",
       "                    \"value\": [\n",
       "                        121.77401699999999,\n",
       "                        12.879721,\n",
       "                        30682\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Afghanistan\",\n",
       "                    \"value\": [\n",
       "                        67.709953,\n",
       "                        33.93911,\n",
       "                        29157\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Dominican Republic\",\n",
       "                    \"value\": [\n",
       "                        -70.162651,\n",
       "                        18.735692999999998,\n",
       "                        27370\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Panama\",\n",
       "                    \"value\": [\n",
       "                        -80.782127,\n",
       "                        8.537981,\n",
       "                        26752\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bolivia\",\n",
       "                    \"value\": [\n",
       "                        -63.588653,\n",
       "                        -16.290154,\n",
       "                        25493\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Ireland\",\n",
       "                    \"value\": [\n",
       "                        -8.243889999999999,\n",
       "                        53.41291,\n",
       "                        25383\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Romania\",\n",
       "                    \"value\": [\n",
       "                        24.96676,\n",
       "                        45.943160999999996,\n",
       "                        24291\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bahrain\",\n",
       "                    \"value\": [\n",
       "                        50.637772,\n",
       "                        25.930414000000003,\n",
       "                        22407\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Israel\",\n",
       "                    \"value\": [\n",
       "                        34.851612,\n",
       "                        31.046051000000002,\n",
       "                        21082\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Nigeria\",\n",
       "                    \"value\": [\n",
       "                        8.675277000000001,\n",
       "                        9.081999,\n",
       "                        20919\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Armenia\",\n",
       "                    \"value\": [\n",
       "                        45.038189,\n",
       "                        40.069099,\n",
       "                        20588\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Kazakhstan\",\n",
       "                    \"value\": [\n",
       "                        66.923684,\n",
       "                        48.019573,\n",
       "                        18231\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Japan\",\n",
       "                    \"value\": [\n",
       "                        138.252924,\n",
       "                        36.204824,\n",
       "                        17820\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Austria\",\n",
       "                    \"value\": [\n",
       "                        14.550072,\n",
       "                        47.516231,\n",
       "                        17380\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Moldova\",\n",
       "                    \"value\": [\n",
       "                        28.369884999999996,\n",
       "                        47.411631,\n",
       "                        14363\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Ghana\",\n",
       "                    \"value\": [\n",
       "                        -1.0231940000000002,\n",
       "                        7.946527000000001,\n",
       "                        14154\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Guatemala\",\n",
       "                    \"value\": [\n",
       "                        -90.23075899999999,\n",
       "                        15.783470999999999,\n",
       "                        13769\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Honduras\",\n",
       "                    \"value\": [\n",
       "                        -86.241905,\n",
       "                        15.199998999999998,\n",
       "                        13356\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Azerbaijan\",\n",
       "                    \"value\": [\n",
       "                        47.576927000000005,\n",
       "                        40.143105,\n",
       "                        13207\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Serbia\",\n",
       "                    \"value\": [\n",
       "                        21.005859,\n",
       "                        44.016521000000004,\n",
       "                        12990\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Denmark\",\n",
       "                    \"value\": [\n",
       "                        9.501785,\n",
       "                        56.26392,\n",
       "                        12727\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Cameroon\",\n",
       "                    \"value\": [\n",
       "                        12.354722,\n",
       "                        7.369722,\n",
       "                        12041\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Algeria\",\n",
       "                    \"value\": [\n",
       "                        1.6596259999999998,\n",
       "                        28.033886,\n",
       "                        11920\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Czechia\",\n",
       "                    \"value\": [\n",
       "                        104.195397,\n",
       "                        35.86166,\n",
       "                        10523\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Morocco\",\n",
       "                    \"value\": [\n",
       "                        -7.09262,\n",
       "                        31.791702,\n",
       "                        10172\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Nepal\",\n",
       "                    \"value\": [\n",
       "                        84.12400799999999,\n",
       "                        28.394857000000002,\n",
       "                        9561\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Norway\",\n",
       "                    \"value\": [\n",
       "                        8.468946,\n",
       "                        60.472024,\n",
       "                        8751\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Sudan\",\n",
       "                    \"value\": [\n",
       "                        30.217636,\n",
       "                        12.862807,\n",
       "                        8698\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Malaysia\",\n",
       "                    \"value\": [\n",
       "                        101.97576600000001,\n",
       "                        4.210483999999999,\n",
       "                        8587\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"C\\u00f4te d'Ivoire\",\n",
       "                    \"value\": [\n",
       "                        -5.54708,\n",
       "                        7.539989,\n",
       "                        7677\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Australia\",\n",
       "                    \"value\": [\n",
       "                        133.775136,\n",
       "                        -25.274398,\n",
       "                        7492\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Finland\",\n",
       "                    \"value\": [\n",
       "                        25.748151,\n",
       "                        61.92411,\n",
       "                        7144\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Uzbekistan\",\n",
       "                    \"value\": [\n",
       "                        64.585262,\n",
       "                        41.377491,\n",
       "                        6461\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Senegal\",\n",
       "                    \"value\": [\n",
       "                        -14.452361999999999,\n",
       "                        14.497401000000002,\n",
       "                        5970\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Tajikistan\",\n",
       "                    \"value\": [\n",
       "                        71.276093,\n",
       "                        38.861034000000004,\n",
       "                        5513\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Haiti\",\n",
       "                    \"value\": [\n",
       "                        -72.28521500000001,\n",
       "                        18.971187,\n",
       "                        5211\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"North Macedonia\",\n",
       "                    \"value\": [\n",
       "                        165.618042,\n",
       "                        -20.904304999999997,\n",
       "                        5196\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Guinea\",\n",
       "                    \"value\": [\n",
       "                        -9.696645,\n",
       "                        9.945587,\n",
       "                        4988\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"El Salvador\",\n",
       "                    \"value\": [\n",
       "                        -88.89653,\n",
       "                        13.794185,\n",
       "                        4808\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Kenya\",\n",
       "                    \"value\": [\n",
       "                        37.906193,\n",
       "                        -0.023559,\n",
       "                        4797\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Gabon\",\n",
       "                    \"value\": [\n",
       "                        11.609444,\n",
       "                        -0.803689,\n",
       "                        4739\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Ethiopia\",\n",
       "                    \"value\": [\n",
       "                        40.489672999999996,\n",
       "                        9.145,\n",
       "                        4663\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Djibouti\",\n",
       "                    \"value\": [\n",
       "                        42.590275,\n",
       "                        11.825138,\n",
       "                        4599\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Luxembourg\",\n",
       "                    \"value\": [\n",
       "                        6.129583,\n",
       "                        49.815273,\n",
       "                        4121\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Hungary\",\n",
       "                    \"value\": [\n",
       "                        19.503304,\n",
       "                        47.162494,\n",
       "                        4102\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Venezuela\",\n",
       "                    \"value\": [\n",
       "                        -66.58973,\n",
       "                        6.42375,\n",
       "                        4048\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bulgaria\",\n",
       "                    \"value\": [\n",
       "                        25.48583,\n",
       "                        42.733883,\n",
       "                        3984\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bosnia and Herzegovina\",\n",
       "                    \"value\": [\n",
       "                        17.679076000000002,\n",
       "                        43.915886,\n",
       "                        3525\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Kyrgyzstan\",\n",
       "                    \"value\": [\n",
       "                        74.766098,\n",
       "                        41.20438,\n",
       "                        3356\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Greece\",\n",
       "                    \"value\": [\n",
       "                        21.824312,\n",
       "                        39.074208,\n",
       "                        3287\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Thailand\",\n",
       "                    \"value\": [\n",
       "                        100.992541,\n",
       "                        15.870032,\n",
       "                        3151\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Mauritania\",\n",
       "                    \"value\": [\n",
       "                        -10.940835,\n",
       "                        21.00789,\n",
       "                        3121\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Central African Rep.\",\n",
       "                    \"value\": [\n",
       "                        20.939444,\n",
       "                        6.611111,\n",
       "                        2963\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Somalia\",\n",
       "                    \"value\": [\n",
       "                        46.199616,\n",
       "                        5.152149,\n",
       "                        2812\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Croatia\",\n",
       "                    \"value\": [\n",
       "                        15.2,\n",
       "                        45.1,\n",
       "                        2336\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Cuba\",\n",
       "                    \"value\": [\n",
       "                        -77.78116700000001,\n",
       "                        21.521757,\n",
       "                        2315\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Costa Rica\",\n",
       "                    \"value\": [\n",
       "                        -83.753428,\n",
       "                        9.748917,\n",
       "                        2277\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Maldives\",\n",
       "                    \"value\": [\n",
       "                        73.22068,\n",
       "                        3.202778,\n",
       "                        2217\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Kosovo\",\n",
       "                    \"value\": [\n",
       "                        20.902977,\n",
       "                        42.602636,\n",
       "                        2169\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Albania\",\n",
       "                    \"value\": [\n",
       "                        20.168331,\n",
       "                        41.153332,\n",
       "                        1995\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Estonia\",\n",
       "                    \"value\": [\n",
       "                        25.013607,\n",
       "                        58.595271999999994,\n",
       "                        1981\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Mali\",\n",
       "                    \"value\": [\n",
       "                        -3.9961660000000006,\n",
       "                        17.570692,\n",
       "                        1961\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Sri Lanka\",\n",
       "                    \"value\": [\n",
       "                        80.77179699999999,\n",
       "                        7.873054,\n",
       "                        1951\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"S.Sudun\",\n",
       "                    \"value\": [\n",
       "                        30.217636,\n",
       "                        12.862807,\n",
       "                        1916\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Iceland\",\n",
       "                    \"value\": [\n",
       "                        -19.020835,\n",
       "                        64.96305100000001,\n",
       "                        1823\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Nicaragua\",\n",
       "                    \"value\": [\n",
       "                        -85.207229,\n",
       "                        12.865416,\n",
       "                        1823\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Lithuania\",\n",
       "                    \"value\": [\n",
       "                        23.881275,\n",
       "                        55.169438,\n",
       "                        1801\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Equatorial Guinea\",\n",
       "                    \"value\": [\n",
       "                        10.267895,\n",
       "                        1.6508009999999997,\n",
       "                        1664\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Madagascar\",\n",
       "                    \"value\": [\n",
       "                        46.869107,\n",
       "                        -18.766947000000002,\n",
       "                        1640\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Lebanon\",\n",
       "                    \"value\": [\n",
       "                        35.862285,\n",
       "                        33.854721000000005,\n",
       "                        1603\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Slovakia\",\n",
       "                    \"value\": [\n",
       "                        19.699023999999998,\n",
       "                        48.669026,\n",
       "                        1588\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Guinea-Bissau\",\n",
       "                    \"value\": [\n",
       "                        -15.180413,\n",
       "                        11.803749,\n",
       "                        1556\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Slovenia\",\n",
       "                    \"value\": [\n",
       "                        14.995463,\n",
       "                        46.151241,\n",
       "                        1521\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"New Zealand\",\n",
       "                    \"value\": [\n",
       "                        174.88597099999998,\n",
       "                        -40.900557,\n",
       "                        1515\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Zambia\",\n",
       "                    \"value\": [\n",
       "                        27.849332,\n",
       "                        -13.133897,\n",
       "                        1430\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Paraguay\",\n",
       "                    \"value\": [\n",
       "                        -58.44383199999999,\n",
       "                        -23.442503,\n",
       "                        1392\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Sierra Leone\",\n",
       "                    \"value\": [\n",
       "                        -11.779889,\n",
       "                        8.460555000000001,\n",
       "                        1340\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Tunisia\",\n",
       "                    \"value\": [\n",
       "                        9.537499,\n",
       "                        33.886917,\n",
       "                        1159\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Latvia\",\n",
       "                    \"value\": [\n",
       "                        24.603189,\n",
       "                        56.879635,\n",
       "                        1111\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Congo\",\n",
       "                    \"value\": [\n",
       "                        0.824782,\n",
       "                        8.619543,\n",
       "                        1087\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Niger\",\n",
       "                    \"value\": [\n",
       "                        8.081666,\n",
       "                        17.607789,\n",
       "                        1046\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Jordan\",\n",
       "                    \"value\": [\n",
       "                        36.238414,\n",
       "                        30.585164000000002,\n",
       "                        1042\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Cyprus\",\n",
       "                    \"value\": [\n",
       "                        33.429859,\n",
       "                        35.126413,\n",
       "                        988\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Yemen\",\n",
       "                    \"value\": [\n",
       "                        48.516388,\n",
       "                        15.552726999999999,\n",
       "                        967\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Cabo Verde\",\n",
       "                    \"value\": [\n",
       "                        -24.013197,\n",
       "                        16.002082,\n",
       "                        944\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Georgia\",\n",
       "                    \"value\": [\n",
       "                        43.356891999999995,\n",
       "                        42.315407,\n",
       "                        908\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Burkina Faso\",\n",
       "                    \"value\": [\n",
       "                        -1.561593,\n",
       "                        12.238333,\n",
       "                        903\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Uruguay\",\n",
       "                    \"value\": [\n",
       "                        -55.765834999999996,\n",
       "                        -32.522779,\n",
       "                        882\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Chad\",\n",
       "                    \"value\": [\n",
       "                        18.732207,\n",
       "                        15.454166,\n",
       "                        858\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Andorra\",\n",
       "                    \"value\": [\n",
       "                        1.6015540000000001,\n",
       "                        42.546245,\n",
       "                        855\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Benin\",\n",
       "                    \"value\": [\n",
       "                        2.315834,\n",
       "                        9.30769,\n",
       "                        807\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Rwanda\",\n",
       "                    \"value\": [\n",
       "                        29.873888,\n",
       "                        -1.940278,\n",
       "                        787\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Uganda\",\n",
       "                    \"value\": [\n",
       "                        32.290275,\n",
       "                        1.373333,\n",
       "                        774\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Malawi\",\n",
       "                    \"value\": [\n",
       "                        34.301525,\n",
       "                        -13.254307999999998,\n",
       "                        749\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Mozambique\",\n",
       "                    \"value\": [\n",
       "                        35.529562,\n",
       "                        -18.665695,\n",
       "                        737\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
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       "                    \"name\": \"Western Sahara\",\n",
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       "                {\n",
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       "                        143.95555,\n",
       "                        -6.314993,\n",
       "                        9\n",
       "                    ]\n",
       "                }\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"geo\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"geo\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"formatter\": function (params) {        return params.name + ' : ' + params.value[2];    },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"2020.6.22\\u5168\\u7403\\u786e\\u8bca\\u75c5\\u4f8b\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"piecewise\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 14,\n",
       "        \"borderWidth\": 0,\n",
       "        \"pieces\": [\n",
       "            {\n",
       "                \"max\": 10,\n",
       "                \"label\": \"10\\u4ee5\\u4e0b\",\n",
       "                \"color\": \"#50A3BA\"\n",
       "            },\n",
       "            {\n",
       "                \"min\": 10,\n",
       "                \"max\": 100,\n",
       "                \"label\": \"1-10\",\n",
       "                \"color\": \"#3700A4\"\n",
       "            },\n",
       "            {\n",
       "                \"min\": 100,\n",
       "                \"max\": 1000,\n",
       "                \"label\": \"10-1000\",\n",
       "                \"color\": \"#81AE9F\"\n",
       "            },\n",
       "            {\n",
       "                \"min\": 1000,\n",
       "                \"max\": 10000,\n",
       "                \"label\": \"1000-10000\",\n",
       "                \"color\": \"#E2C568\"\n",
       "            },\n",
       "            {\n",
       "                \"min\": 10000,\n",
       "                \"max\": 100000,\n",
       "                \"label\": \"10000-100000\",\n",
       "                \"color\": \"#FCF84D\"\n",
       "            },\n",
       "            {\n",
       "                \"min\": 100000,\n",
       "                \"max\": 1000000,\n",
       "                \"label\": \"100000-1000000\",\n",
       "                \"color\": \"#DD0200\"\n",
       "            },\n",
       "            {\n",
       "                \"min\": 1000000,\n",
       "                \"max\": 2000000,\n",
       "                \"label\": \"1000000-2000000\",\n",
       "                \"color\": \"#DD675E\"\n",
       "            },\n",
       "            {\n",
       "                \"min\": 2000000,\n",
       "                \"label\": \"2000000\\u4ee5\\u4e0a\",\n",
       "                \"color\": \"#D94E5D\"\n",
       "            }\n",
       "        ]\n",
       "    },\n",
       "    \"geo\": {\n",
       "        \"map\": \"world\",\n",
       "        \"roam\": true,\n",
       "        \"emphasis\": {}\n",
       "    }\n",
       "};\n",
       "                chart_b1581ae51a8945f480a1f89199c2298b.setOption(option_b1581ae51a8945f480a1f89199c2298b);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x2683a674630>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geo.add_schema(maptype=\"world\")\n",
    "geo.add(\"geo\",\n",
    "        [list(z) for z in zip(c, d)],\n",
    "        type_=ChartType.EFFECT_SCATTER\n",
    "    )\n",
    "geo.set_series_opts(label_opts=opts.LabelOpts(is_show=False))\n",
    "# 自定义分段 color 可以用取色器取色\n",
    "pieces = [\n",
    "    {'max': 10, 'label': '10以下', 'color': '#50A3BA'},\n",
    "    {'min': 10, 'max': 100, 'label': '1-10', 'color': '#3700A4'},\n",
    "    {'min': 100, 'max': 1000, 'label': '10-1000', 'color': '#81AE9F'},\n",
    "    {'min': 1000, 'max': 10000, 'label': '1000-10000', 'color': '#E2C568'},\n",
    "    {'min': 10000, 'max': 100000, 'label': '10000-100000', 'color': '#FCF84D'},\n",
    "    {'min': 100000, 'max': 1000000, 'label': '100000-1000000', 'color': '#DD0200'},\n",
    "    {'min': 1000000, 'max': 2000000, 'label': '1000000-2000000', 'color': '#DD675E'},\n",
    "    {'min': 2000000, 'label': '2000000以上', 'color': '#D94E5D'}  # 有下限无上限\n",
    "]\n",
    "\n",
    "#  is_piecewise 是否自定义分段， 变为true 才能生效\n",
    "geo.set_global_opts(\n",
    "    visualmap_opts=opts.VisualMapOpts(is_piecewise=True, pieces=pieces),\n",
    "    title_opts=opts.TitleOpts(title=\"2020.6.22全球确诊病例\"),\n",
    ")\n",
    "geo.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-01T15:44:59.123107Z",
     "start_time": "2020-07-01T15:44:56.956912Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dem. Rep. Korea\n",
      "Dem. Rep. Congo\n",
      "West Bank and Gaza\n",
      "Diamond Princess\n",
      "Holy See\n",
      "MS Zaandam\n"
     ]
    },
    {
     "data": {
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       "                        246504\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Italy\",\n",
       "                    \"value\": [\n",
       "                        12.56738,\n",
       "                        41.87194,\n",
       "                        238720\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Iran\",\n",
       "                    \"value\": [\n",
       "                        53.68804599999999,\n",
       "                        32.427908,\n",
       "                        207525\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"France\",\n",
       "                    \"value\": [\n",
       "                        2.213749,\n",
       "                        46.227638,\n",
       "                        197381\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Germany\",\n",
       "                    \"value\": [\n",
       "                        10.451526,\n",
       "                        51.165690999999995,\n",
       "                        191768\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Turkey\",\n",
       "                    \"value\": [\n",
       "                        35.243322,\n",
       "                        38.963745,\n",
       "                        188897\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Mexico\",\n",
       "                    \"value\": [\n",
       "                        -102.552784,\n",
       "                        23.634501,\n",
       "                        185122\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Pakistan\",\n",
       "                    \"value\": [\n",
       "                        69.345116,\n",
       "                        30.375321000000003,\n",
       "                        185034\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Saudi Arabia\",\n",
       "                    \"value\": [\n",
       "                        45.079162,\n",
       "                        23.885942,\n",
       "                        161005\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bangladesh\",\n",
       "                    \"value\": [\n",
       "                        90.35633100000001,\n",
       "                        23.684994,\n",
       "                        115786\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Canada\",\n",
       "                    \"value\": [\n",
       "                        -106.34677099999999,\n",
       "                        56.130366,\n",
       "                        103418\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"South Africa\",\n",
       "                    \"value\": [\n",
       "                        22.937506,\n",
       "                        -30.559482,\n",
       "                        101590\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Qatar\",\n",
       "                    \"value\": [\n",
       "                        51.183884,\n",
       "                        25.354826,\n",
       "                        88403\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"China\",\n",
       "                    \"value\": [\n",
       "                        104.195397,\n",
       "                        35.86166,\n",
       "                        84624\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Colombia\",\n",
       "                    \"value\": [\n",
       "                        -74.297333,\n",
       "                        4.570868,\n",
       "                        71367\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Belgium\",\n",
       "                    \"value\": [\n",
       "                        4.469936,\n",
       "                        50.503887,\n",
       "                        60550\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Belarus\",\n",
       "                    \"value\": [\n",
       "                        27.953389,\n",
       "                        53.709807,\n",
       "                        59023\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Sweden\",\n",
       "                    \"value\": [\n",
       "                        18.643501,\n",
       "                        60.128161,\n",
       "                        58932\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Egypt\",\n",
       "                    \"value\": [\n",
       "                        30.802497999999996,\n",
       "                        26.820553000000004,\n",
       "                        56809\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Ecuador\",\n",
       "                    \"value\": [\n",
       "                        -78.183406,\n",
       "                        -1.8312389999999998,\n",
       "                        50640\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Netherlands\",\n",
       "                    \"value\": [\n",
       "                        5.291266,\n",
       "                        52.132633,\n",
       "                        49866\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Indonesia\",\n",
       "                    \"value\": [\n",
       "                        113.921327,\n",
       "                        -0.789275,\n",
       "                        46845\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"United Arab Emirates\",\n",
       "                    \"value\": [\n",
       "                        53.847818000000004,\n",
       "                        23.424076,\n",
       "                        45303\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Argentina\",\n",
       "                    \"value\": [\n",
       "                        -63.616671999999994,\n",
       "                        -38.416097,\n",
       "                        44931\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Singapore\",\n",
       "                    \"value\": [\n",
       "                        103.819836,\n",
       "                        1.352083,\n",
       "                        42313\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Kuwait\",\n",
       "                    \"value\": [\n",
       "                        47.481766,\n",
       "                        29.311659999999996,\n",
       "                        40291\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Portugal\",\n",
       "                    \"value\": [\n",
       "                        -8.224454,\n",
       "                        39.399871999999995,\n",
       "                        39392\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Ukraine\",\n",
       "                    \"value\": [\n",
       "                        31.16558,\n",
       "                        48.379433,\n",
       "                        38056\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Iraq\",\n",
       "                    \"value\": [\n",
       "                        43.679291,\n",
       "                        33.223191,\n",
       "                        32676\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Poland\",\n",
       "                    \"value\": [\n",
       "                        19.145135999999997,\n",
       "                        51.919438,\n",
       "                        32227\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Switzerland\",\n",
       "                    \"value\": [\n",
       "                        8.227511999999999,\n",
       "                        46.818188,\n",
       "                        31310\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Oman\",\n",
       "                    \"value\": [\n",
       "                        55.923255000000005,\n",
       "                        21.512583,\n",
       "                        31076\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Philippines\",\n",
       "                    \"value\": [\n",
       "                        121.77401699999999,\n",
       "                        12.879721,\n",
       "                        30682\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Afghanistan\",\n",
       "                    \"value\": [\n",
       "                        67.709953,\n",
       "                        33.93911,\n",
       "                        29157\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Dominican Republic\",\n",
       "                    \"value\": [\n",
       "                        -70.162651,\n",
       "                        18.735692999999998,\n",
       "                        27370\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Panama\",\n",
       "                    \"value\": [\n",
       "                        -80.782127,\n",
       "                        8.537981,\n",
       "                        26752\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bolivia\",\n",
       "                    \"value\": [\n",
       "                        -63.588653,\n",
       "                        -16.290154,\n",
       "                        25493\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Ireland\",\n",
       "                    \"value\": [\n",
       "                        -8.243889999999999,\n",
       "                        53.41291,\n",
       "                        25383\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Romania\",\n",
       "                    \"value\": [\n",
       "                        24.96676,\n",
       "                        45.943160999999996,\n",
       "                        24291\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bahrain\",\n",
       "                    \"value\": [\n",
       "                        50.637772,\n",
       "                        25.930414000000003,\n",
       "                        22407\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Israel\",\n",
       "                    \"value\": [\n",
       "                        34.851612,\n",
       "                        31.046051000000002,\n",
       "                        21082\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Nigeria\",\n",
       "                    \"value\": [\n",
       "                        8.675277000000001,\n",
       "                        9.081999,\n",
       "                        20919\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Armenia\",\n",
       "                    \"value\": [\n",
       "                        45.038189,\n",
       "                        40.069099,\n",
       "                        20588\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Kazakhstan\",\n",
       "                    \"value\": [\n",
       "                        66.923684,\n",
       "                        48.019573,\n",
       "                        18231\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Japan\",\n",
       "                    \"value\": [\n",
       "                        138.252924,\n",
       "                        36.204824,\n",
       "                        17820\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Austria\",\n",
       "                    \"value\": [\n",
       "                        14.550072,\n",
       "                        47.516231,\n",
       "                        17380\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Moldova\",\n",
       "                    \"value\": [\n",
       "                        28.369884999999996,\n",
       "                        47.411631,\n",
       "                        14363\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Ghana\",\n",
       "                    \"value\": [\n",
       "                        -1.0231940000000002,\n",
       "                        7.946527000000001,\n",
       "                        14154\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Guatemala\",\n",
       "                    \"value\": [\n",
       "                        -90.23075899999999,\n",
       "                        15.783470999999999,\n",
       "                        13769\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Honduras\",\n",
       "                    \"value\": [\n",
       "                        -86.241905,\n",
       "                        15.199998999999998,\n",
       "                        13356\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Azerbaijan\",\n",
       "                    \"value\": [\n",
       "                        47.576927000000005,\n",
       "                        40.143105,\n",
       "                        13207\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Serbia\",\n",
       "                    \"value\": [\n",
       "                        21.005859,\n",
       "                        44.016521000000004,\n",
       "                        12990\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Denmark\",\n",
       "                    \"value\": [\n",
       "                        9.501785,\n",
       "                        56.26392,\n",
       "                        12727\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Cameroon\",\n",
       "                    \"value\": [\n",
       "                        12.354722,\n",
       "                        7.369722,\n",
       "                        12041\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Algeria\",\n",
       "                    \"value\": [\n",
       "                        1.6596259999999998,\n",
       "                        28.033886,\n",
       "                        11920\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Czechia\",\n",
       "                    \"value\": [\n",
       "                        104.195397,\n",
       "                        35.86166,\n",
       "                        10523\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Morocco\",\n",
       "                    \"value\": [\n",
       "                        -7.09262,\n",
       "                        31.791702,\n",
       "                        10172\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Nepal\",\n",
       "                    \"value\": [\n",
       "                        84.12400799999999,\n",
       "                        28.394857000000002,\n",
       "                        9561\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Norway\",\n",
       "                    \"value\": [\n",
       "                        8.468946,\n",
       "                        60.472024,\n",
       "                        8751\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Sudan\",\n",
       "                    \"value\": [\n",
       "                        30.217636,\n",
       "                        12.862807,\n",
       "                        8698\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Malaysia\",\n",
       "                    \"value\": [\n",
       "                        101.97576600000001,\n",
       "                        4.210483999999999,\n",
       "                        8587\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"C\\u00f4te d'Ivoire\",\n",
       "                    \"value\": [\n",
       "                        -5.54708,\n",
       "                        7.539989,\n",
       "                        7677\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Australia\",\n",
       "                    \"value\": [\n",
       "                        133.775136,\n",
       "                        -25.274398,\n",
       "                        7492\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Finland\",\n",
       "                    \"value\": [\n",
       "                        25.748151,\n",
       "                        61.92411,\n",
       "                        7144\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Uzbekistan\",\n",
       "                    \"value\": [\n",
       "                        64.585262,\n",
       "                        41.377491,\n",
       "                        6461\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Senegal\",\n",
       "                    \"value\": [\n",
       "                        -14.452361999999999,\n",
       "                        14.497401000000002,\n",
       "                        5970\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Tajikistan\",\n",
       "                    \"value\": [\n",
       "                        71.276093,\n",
       "                        38.861034000000004,\n",
       "                        5513\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Haiti\",\n",
       "                    \"value\": [\n",
       "                        -72.28521500000001,\n",
       "                        18.971187,\n",
       "                        5211\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"North Macedonia\",\n",
       "                    \"value\": [\n",
       "                        165.618042,\n",
       "                        -20.904304999999997,\n",
       "                        5196\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Guinea\",\n",
       "                    \"value\": [\n",
       "                        -9.696645,\n",
       "                        9.945587,\n",
       "                        4988\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"El Salvador\",\n",
       "                    \"value\": [\n",
       "                        -88.89653,\n",
       "                        13.794185,\n",
       "                        4808\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Kenya\",\n",
       "                    \"value\": [\n",
       "                        37.906193,\n",
       "                        -0.023559,\n",
       "                        4797\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Gabon\",\n",
       "                    \"value\": [\n",
       "                        11.609444,\n",
       "                        -0.803689,\n",
       "                        4739\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Ethiopia\",\n",
       "                    \"value\": [\n",
       "                        40.489672999999996,\n",
       "                        9.145,\n",
       "                        4663\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Djibouti\",\n",
       "                    \"value\": [\n",
       "                        42.590275,\n",
       "                        11.825138,\n",
       "                        4599\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Luxembourg\",\n",
       "                    \"value\": [\n",
       "                        6.129583,\n",
       "                        49.815273,\n",
       "                        4121\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Hungary\",\n",
       "                    \"value\": [\n",
       "                        19.503304,\n",
       "                        47.162494,\n",
       "                        4102\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Venezuela\",\n",
       "                    \"value\": [\n",
       "                        -66.58973,\n",
       "                        6.42375,\n",
       "                        4048\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bulgaria\",\n",
       "                    \"value\": [\n",
       "                        25.48583,\n",
       "                        42.733883,\n",
       "                        3984\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Bosnia and Herzegovina\",\n",
       "                    \"value\": [\n",
       "                        17.679076000000002,\n",
       "                        43.915886,\n",
       "                        3525\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Kyrgyzstan\",\n",
       "                    \"value\": [\n",
       "                        74.766098,\n",
       "                        41.20438,\n",
       "                        3356\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Greece\",\n",
       "                    \"value\": [\n",
       "                        21.824312,\n",
       "                        39.074208,\n",
       "                        3287\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Thailand\",\n",
       "                    \"value\": [\n",
       "                        100.992541,\n",
       "                        15.870032,\n",
       "                        3151\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Mauritania\",\n",
       "                    \"value\": [\n",
       "                        -10.940835,\n",
       "                        21.00789,\n",
       "                        3121\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Central African Rep.\",\n",
       "                    \"value\": [\n",
       "                        20.939444,\n",
       "                        6.611111,\n",
       "                        2963\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Somalia\",\n",
       "                    \"value\": [\n",
       "                        46.199616,\n",
       "                        5.152149,\n",
       "                        2812\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Croatia\",\n",
       "                    \"value\": [\n",
       "                        15.2,\n",
       "                        45.1,\n",
       "                        2336\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Cuba\",\n",
       "                    \"value\": [\n",
       "                        -77.78116700000001,\n",
       "                        21.521757,\n",
       "                        2315\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Costa Rica\",\n",
       "                    \"value\": [\n",
       "                        -83.753428,\n",
       "                        9.748917,\n",
       "                        2277\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Maldives\",\n",
       "                    \"value\": [\n",
       "                        73.22068,\n",
       "                        3.202778,\n",
       "                        2217\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Kosovo\",\n",
       "                    \"value\": [\n",
       "                        20.902977,\n",
       "                        42.602636,\n",
       "                        2169\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Albania\",\n",
       "                    \"value\": [\n",
       "                        20.168331,\n",
       "                        41.153332,\n",
       "                        1995\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Estonia\",\n",
       "                    \"value\": [\n",
       "                        25.013607,\n",
       "                        58.595271999999994,\n",
       "                        1981\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Mali\",\n",
       "                    \"value\": [\n",
       "                        -3.9961660000000006,\n",
       "                        17.570692,\n",
       "                        1961\n",
       "                    ]\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Sri Lanka\",\n",
       "                    \"value\": [\n",
       "                        80.77179699999999,\n",
       "                        7.873054,\n",
       "                        1951\n",
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       "                \"min\": 10000,\n",
       "                \"max\": 100000,\n",
       "                \"label\": \"10000-100000\",\n",
       "                \"color\": \"#FCF84D\"\n",
       "            },\n",
       "            {\n",
       "                \"min\": 100000,\n",
       "                \"max\": 1000000,\n",
       "                \"label\": \"100000-1000000\",\n",
       "                \"color\": \"#DD0200\"\n",
       "            },\n",
       "            {\n",
       "                \"min\": 1000000,\n",
       "                \"max\": 2000000,\n",
       "                \"label\": \"1000000-2000000\",\n",
       "                \"color\": \"#DD675E\"\n",
       "            },\n",
       "            {\n",
       "                \"min\": 2000000,\n",
       "                \"label\": \"2000000\\u4ee5\\u4e0a\",\n",
       "                \"color\": \"#D94E5D\"\n",
       "            }\n",
       "        ]\n",
       "    },\n",
       "    \"geo\": {\n",
       "        \"map\": \"world\",\n",
       "        \"roam\": true,\n",
       "        \"emphasis\": {}\n",
       "    }\n",
       "};\n",
       "                chart_63651717fc6c42e2add60df225a22686.setOption(option_63651717fc6c42e2add60df225a22686);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x2683bac9470>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geo =Geo(init_opts=opts.InitOpts(width='1400px', height='800px',page_title=\"全xx情_1\",bg_color=\"#d0effa\"))\n",
    "# 添加坐标数据\n",
    "for i in range(len(dff)):\n",
    "    geo.add_coordinate(dff[\"name\"][i],dff[\"longitude\"][i],dff[\"latitude\"][i])\n",
    "# 剔除没有的数据，否则会出错\n",
    "c = []\n",
    "d = []\n",
    "for i in range(len(a)):\n",
    "    if geo.get_coordinate(a[i]) != None:\n",
    "        c.append(a[i])\n",
    "        d.append(b[i])\n",
    "    else:\n",
    "        print(a[i])\n",
    "\n",
    "geo.add_schema(maptype=\"world\")\n",
    "geo.add(\"geo\",\n",
    "        [list(z) for z in zip(c, d)],\n",
    "        type_=ChartType.HEATMAP\n",
    "    )\n",
    "geo.set_series_opts(label_opts=opts.LabelOpts(is_show=False))\n",
    "# 自定义分段 color 可以用取色器取色\n",
    "pieces = [\n",
    "    {'max': 10, 'label': '10以下', 'color': '#50A3BA'},\n",
    "    {'min': 10, 'max': 100, 'label': '1-10', 'color': '#3700A4'},\n",
    "    {'min': 100, 'max': 1000, 'label': '10-1000', 'color': '#81AE9F'},\n",
    "    {'min': 1000, 'max': 10000, 'label': '1000-10000', 'color': '#E2C568'},\n",
    "    {'min': 10000, 'max': 100000, 'label': '10000-100000', 'color': '#FCF84D'},\n",
    "    {'min': 100000, 'max': 1000000, 'label': '100000-1000000', 'color': '#DD0200'},\n",
    "    {'min': 1000000, 'max': 2000000, 'label': '1000000-2000000', 'color': '#DD675E'},\n",
    "    {'min': 2000000, 'label': '2000000以上', 'color': '#D94E5D'}  # 有下限无上限\n",
    "]\n",
    "\n",
    "#  is_piecewise 是否自定义分段， 变为true 才能生效\n",
    "geo.set_global_opts(\n",
    "    visualmap_opts=opts.VisualMapOpts(is_piecewise=True, pieces=pieces),\n",
    "    title_opts=opts.TitleOpts(title=\"2020.6.22全球确诊病例\"),\n",
    ")\n",
    "geo.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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